\\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-20T21:11:11.786Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"other"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-20T21:11:11.786Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":959,"string":"959"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-20T21:11:11.786Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"other"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.40\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"EUHOMY Countertop Ice Maker Machine with Handle, 26lbs in 24Hrs, 9 Ice Cubes Ready in 6 Mins, Auto-Cleaning Portable Ice Maker with Basket and Scoop, for Home/Kitchen/Camping/RV. (Black)\", \"asin\": \"B0BWHZJHPL\", \"price\": \"$84.99\", \"quantity\": \"\"},\n {\"title\": \"Silonn Ice Maker Countertop, Portable Ice Machine with Carry Handle, Self-Cleaning Ice Makers with Basket and Scoop, 9 Cubes in 6 Mins, 26 lbs per Day, Ideal for Home, Kitchen, Camping, RV\", \"asin\": \"B0BXXKFJK2\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"EUHOMY Nugget Ice Maker Countertop with Handle, Ready in 6 Mins, 34lbs Per Day, Removable Top Cover, Auto-Cleaning, Portable Sonic Ice Maker with Basket and Scoop, for Home/Party/RV/Camping (Black)\", \"asin\": \"B0C32SGKMJ\", \"price\": \"$189.99\", \"quantity\": \"\"},\n {\"title\": \"Frigidaire 26 Lbs per Day Portable Compact Maker, Ice Making Machine, Stainless, Medium\", \"asin\": \"B07JBJWP2W\", \"price\": \"$84.00\", \"quantity\": \"\"},\n {\"title\": \"Sweetcrispy Countertop Ice Maker with Scoop, Basket and Handle, 9 Ice Cubes Machine Ready in 6 Mins, 26.5lbs in 24Hrs, 2 Sizes for Home Kitchen Office Bar Party(Black)\", \"asin\": \"B0DS5DLPXH\", \"price\": \"$55.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Carhartt Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B002GHC19I\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Crocs Unisex Adult Classic Clog\", \"asin\": \"B0014BYHJE\", \"price\": \"$36.95\", \"quantity\": \"\"},\n {\"title\": \"Crocs Kids' Classic Clog\", \"asin\": \"B09642VSFM\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"Hanes Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B00D1ARZMC\", \"price\": \"$19.48\", \"quantity\": \"\"},\n {\"title\": \"Gildan Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZMKWVM\", \"price\": \"$18.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Cherry Blossom\", \"asin\": \"B0DR9PNXX3\", \"price\": \"$35.00\", \"quantity\": \"\"},\n {\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)\", \"asin\": \"B0BZYCJK89\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"HydroJug Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand\", \"asin\": \"B0CQVWT2NH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day\", \"asin\": \"B00S93EQUK\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit\", \"asin\": \"B0C1HJV7BJ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Rain-X 810165 Latitude 22\\\" & 22\\\" Wiper Blades Replacement Set for Chevrolet Silverado 1500 2000-2024,Ford F-150 2008-2024,GMC Sierra 1500 2000-2024,Chevrolet Silverado 2500 HD 2001-2024 & More\", \"asin\": \"B084CT24NM\", \"price\": \"$34.88\", \"quantity\": \"\"},\n {\"title\": \"Mobil 1 Advanced Fuel Economy Full Synthetic Motor Oil 0W-20, 5 Quart\", \"asin\": \"B00J00X5YO\", \"price\": \"$24.97\", \"quantity\": \"\"},\n {\"title\": \"USANOOKS Microfiber Cleaning Cloth Grey - 12 Pcs (12.5\\\"x12.5\\\") - High Performance - 1200 Washes, Ultra Absorbent Microfiber Towel Weave Grime & Liquid for Streak-Free Mirror Shine - Car Washing Cloth\", \"asin\": \"B08BRJHJF9\", \"price\": \"$8.98\", \"quantity\": \"\"},\n {\"title\": \"Armor All Protectant, Glass and Cleaning Wipes, Interior Car Cleaner and Exterior Care, 30 Count Each (Pack of 3)\", \"asin\": \"B079SQJCB4\", \"price\": \"$12.22\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Artnaturals Kojic Acid Soap + African Net Sponge (2 pack X 142g Turmeric bars) Dark spot remover & Scars - Original Japanese Complex Vitamin C, Hyaluronic Acid, retinol, shea butter (Citrus)\", \"asin\": \"B0CP4KCP54\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"THEMEROL Easter Basket Stuffers for Teens Girls Gifts Bracelets Kids Trendy Stuff Teenage 12 Year Old Birthday Idea Best Friend Women Her Daughter Granddaughter Cards Christmas Day Stocking Valentines\", \"asin\": \"B0CKQL9FKS\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"THEMEROL Easter Basket Stuffers for Kids Teens Boys Gift Ideas Teenage Him Men Beaded Bracelets Son 14 16 18 Year Old Birthday Confirmation Graduation Cool Unique Christmas Day Stocking Valentines\", \"asin\": \"B0C6G7WVP8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Massive Beads Black Obsidian - Stone of Pleasure - Handmade Yoga Stretch Elastic Bracelet Natural Stone Crystal Healing Power Energy Gifts for Unisex Adult 4mm\", \"asin\": \"B0CNW28FSV\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"THEMEROL Easter Gifts for Kids Basket Stuffers for Toddler Teens Girls Teenage Tween Unique Gift Egg Fillers Cards Adults Women Outfit 8 12 7 11 Year Old Moonstone Bracelet Essentials\", \"asin\": \"B0DYPB53V7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Mighty Patch\\u2122 Original patch from Hero Cosmetics - Hydrocolloid Acne Pimple Patch for Covering Zits and Blemishes in Face and Skin, Vegan-friendly and Not Tested on Animals (36 Count)\", \"asin\": \"B074PVTPBW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz\", \"asin\": \"B08KT2Z93D\", \"price\": \"$8.98\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n {\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n {\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Hada Labo Rohto Gokujun Hyaluronic Face Wash - 100g, White, 3.52 Ounce (Pack of 1)\", \"asin\": \"B01CE5P5HG\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"ee9894a6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"ee9894a6\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Indoor Cam (newest model) \\u2014 Home or business security in 1080p HD video, White\", \"asin\": \"0a301bc1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk\", \"asin\": \"0a301bc1\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (Black)\", \"asin\": \"B0BWX39R5W\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 1 camera system\", \"asin\": \"ee9894a6\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 5 camera system\", \"asin\": \"73072bfe\", \"price\": \"$199.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to moni\", \"asin\": \"B08CKHPP52\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"WYZE Cam Pan v3 - Indoor/Outdoor Rated, 1080p HD, SD Card Storage, No Subscription Required, 360\\u00b0 Pan/Tilt/Zoom, Wi-Fi Securi\", \"asin\": \"19e03689\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-20T21:11:11.786Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click other \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click other \",\n \"index\": 959,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\\\", \\\"asin\\\": \\\"B0C2J8XTYY\\\", \\\"price\\\": \\\"$32.40\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"EUHOMY Countertop Ice Maker Machine with Handle, 26lbs in 24Hrs, 9 Ice Cubes Ready in 6 Mins, Auto-Cleaning Portable Ice Maker with Basket and Scoop, for Home/Kitchen/Camping/RV. (Black)\\\", \\\"asin\\\": \\\"B0BWHZJHPL\\\", \\\"price\\\": \\\"$84.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Silonn Ice Maker Countertop, Portable Ice Machine with Carry Handle, Self-Cleaning Ice Makers with Basket and Scoop, 9 Cubes in 6 Mins, 26 lbs per Day, Ideal for Home, Kitchen, Camping, RV\\\", \\\"asin\\\": \\\"B0BXXKFJK2\\\", \\\"price\\\": \\\"$69.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EUHOMY Nugget Ice Maker Countertop with Handle, Ready in 6 Mins, 34lbs Per Day, Removable Top Cover, Auto-Cleaning, Portable Sonic Ice Maker with Basket and Scoop, for Home/Party/RV/Camping (Black)\\\", \\\"asin\\\": \\\"B0C32SGKMJ\\\", \\\"price\\\": \\\"$189.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Frigidaire 26 Lbs per Day Portable Compact Maker, Ice Making Machine, Stainless, Medium\\\", \\\"asin\\\": \\\"B07JBJWP2W\\\", \\\"price\\\": \\\"$84.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Sweetcrispy Countertop Ice Maker with Scoop, Basket and Handle, 9 Ice Cubes Machine Ready in 6 Mins, 26.5lbs in 24Hrs, 2 Sizes for Home Kitchen Office Bar Party(Black)\\\", \\\"asin\\\": \\\"B0DS5DLPXH\\\", \\\"price\\\": \\\"$55.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Carhartt Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\\\", \\\"asin\\\": \\\"B002GHC19I\\\", \\\"price\\\": \\\"$14.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Crocs Unisex Adult Classic Clog\\\", \\\"asin\\\": \\\"B0014BYHJE\\\", \\\"price\\\": \\\"$36.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Crocs Kids' Classic Clog\\\", \\\"asin\\\": \\\"B09642VSFM\\\", \\\"price\\\": \\\"$24.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Hanes Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\\\", \\\"asin\\\": \\\"B00D1ARZMC\\\", \\\"price\\\": \\\"$19.48\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Gildan Men's Crew T-Shirts, Multipack, Style G1100\\\", \\\"asin\\\": \\\"B077ZMKWVM\\\", \\\"price\\\": \\\"$18.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Cherry Blossom\\\", \\\"asin\\\": \\\"B0DR9PNXX3\\\", \\\"price\\\": \\\"$35.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)\\\", \\\"asin\\\": \\\"B0BZYCJK89\\\", \\\"price\\\": \\\"$27.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\\\", \\\"asin\\\": \\\"B0113UZJE2\\\", \\\"price\\\": \\\"$13.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"HydroJug Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand\\\", \\\"asin\\\": \\\"B0CQVWT2NH\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day\\\", \\\"asin\\\": \\\"B00S93EQUK\\\", \\\"price\\\": \\\"$16.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit\\\", \\\"asin\\\": \\\"B0C1HJV7BJ\\\", \\\"price\\\": \\\"$12.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rain-X 810165 Latitude 22\\\\\\\" & 22\\\\\\\" Wiper Blades Replacement Set for Chevrolet Silverado 1500 2000-2024,Ford F-150 2008-2024,GMC Sierra 1500 2000-2024,Chevrolet Silverado 2500 HD 2001-2024 & More\\\", \\\"asin\\\": \\\"B084CT24NM\\\", \\\"price\\\": \\\"$34.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Mobil 1 Advanced Fuel Economy Full Synthetic Motor Oil 0W-20, 5 Quart\\\", \\\"asin\\\": \\\"B00J00X5YO\\\", \\\"price\\\": \\\"$24.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"USANOOKS Microfiber Cleaning Cloth Grey - 12 Pcs (12.5\\\\\\\"x12.5\\\\\\\") - High Performance - 1200 Washes, Ultra Absorbent Microfiber Towel Weave Grime & Liquid for Streak-Free Mirror Shine - Car Washing Cloth\\\", \\\"asin\\\": \\\"B08BRJHJF9\\\", \\\"price\\\": \\\"$8.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Armor All Protectant, Glass and Cleaning Wipes, Interior Car Cleaner and Exterior Care, 30 Count Each (Pack of 3)\\\", \\\"asin\\\": \\\"B079SQJCB4\\\", \\\"price\\\": \\\"$12.22\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Artnaturals Kojic Acid Soap + African Net Sponge (2 pack X 142g Turmeric bars) Dark spot remover & Scars - Original Japanese Complex Vitamin C, Hyaluronic Acid, retinol, shea butter (Citrus)\\\", \\\"asin\\\": \\\"B0CP4KCP54\\\", \\\"price\\\": \\\"$14.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"THEMEROL Easter Basket Stuffers for Teens Girls Gifts Bracelets Kids Trendy Stuff Teenage 12 Year Old Birthday Idea Best Friend Women Her Daughter Granddaughter Cards Christmas Day Stocking Valentines\\\", \\\"asin\\\": \\\"B0CKQL9FKS\\\", \\\"price\\\": \\\"$12.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"THEMEROL Easter Basket Stuffers for Kids Teens Boys Gift Ideas Teenage Him Men Beaded Bracelets Son 14 16 18 Year Old Birthday Confirmation Graduation Cool Unique Christmas Day Stocking Valentines\\\", \\\"asin\\\": \\\"B0C6G7WVP8\\\", \\\"price\\\": \\\"$14.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Massive Beads Black Obsidian - Stone of Pleasure - Handmade Yoga Stretch Elastic Bracelet Natural Stone Crystal Healing Power Energy Gifts for Unisex Adult 4mm\\\", \\\"asin\\\": \\\"B0CNW28FSV\\\", \\\"price\\\": \\\"$5.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"THEMEROL Easter Gifts for Kids Basket Stuffers for Toddler Teens Girls Teenage Tween Unique Gift Egg Fillers Cards Adults Women Outfit 8 12 7 11 Year Old Moonstone Bracelet Essentials\\\", \\\"asin\\\": \\\"B0DYPB53V7\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Mighty Patch\\\\u2122 Original patch from Hero Cosmetics - Hydrocolloid Acne Pimple Patch for Covering Zits and Blemishes in Face and Skin, Vegan-friendly and Not Tested on Animals (36 Count)\\\", \\\"asin\\\": \\\"B074PVTPBW\\\", \\\"price\\\": \\\"$12.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Clean Skin Club Clean Towels XL\\\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\\", \\\"asin\\\": \\\"B07PBXXNCY\\\", \\\"price\\\": \\\"$17.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz\\\", \\\"asin\\\": \\\"B08KT2Z93D\\\", \\\"price\\\": \\\"$8.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\\", \\\"asin\\\": \\\"B00U2VQZDS\\\", \\\"price\\\": \\\"$9.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Cotton Swabs, 500 Count\\\", \\\"asin\\\": \\\"B09541P9WH\\\", \\\"price\\\": \\\"$2.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\\\", \\\"asin\\\": \\\"B01KITQG0A\\\", \\\"price\\\": \\\"$57.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\\\", \\\"asin\\\": \\\"B07LFKF7H6\\\", \\\"price\\\": \\\"$19.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\\\", \\\"asin\\\": \\\"B07CVWG5L8\\\", \\\"price\\\": \\\"$18.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\\\", \\\"asin\\\": \\\"/promo/A11W6FXYVV0MAG\\\", \\\"price\\\": \\\"$79.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Hada Labo Rohto Gokujun Hyaluronic Face Wash - 100g, White, 3.52 Ounce (Pack of 1)\\\", \\\"asin\\\": \\\"B01CE5P5HG\\\", \\\"price\\\": \\\"$12.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\\\u20132025 Ford F-150, 2015\\\\u20132025 Expedition, 2011\\\\u20132016 F-250 Super Duty, 2010\\\\u20132016 F-350 Super Duty, 2015\\\\u20132025 Lincoln Navigator\\\", \\\"asin\\\": \\\"ceb4ba8a\\\", \\\"price\\\": \\\"$17.20\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"KURIMUP Cabin Air Filter,Replacement for CP150\\\\uff08CF12150\\\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\\\", \\\"asin\\\": \\\"B0B57FZ672\\\", \\\"price\\\": \\\"$9.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Blink Mini 2 (Newest Model) \\\\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\\\u2014 1 camera (White)\\\", \\\"asin\\\": \\\"ee9894a6\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\\\u2014 wired or wire-free (Black)\\\", \\\"asin\\\": \\\"ee9894a6\\\", \\\"price\\\": \\\"$34.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Ring Indoor Cam (newest model) \\\\u2014 Home or business security in 1080p HD video, White\\\", \\\"asin\\\": \\\"0a301bc1\\\", \\\"price\\\": \\\"$34.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk\\\", \\\"asin\\\": \\\"0a301bc1\\\", \\\"price\\\": \\\"$99.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Blink Mini 2 (Newest Model) \\\\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\\\u2014 1 camera (Black)\\\", \\\"asin\\\": \\\"B0BWX39R5W\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\\\u2013 1 camera system\\\", \\\"asin\\\": \\\"ee9894a6\\\", \\\"price\\\": \\\"$49.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\\\", \\\"asin\\\": \\\"B0C5QRZ47P\\\", \\\"price\\\": \\\"$79.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\\\u2013 5 camera system\\\", \\\"asin\\\": \\\"73072bfe\\\", \\\"price\\\": \\\"$199.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to moni\\\", \\\"asin\\\": \\\"B08CKHPP52\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"WYZE Cam Pan v3 - Indoor/Outdoor Rated, 1080p HD, SD Card Storage, No Subscription Required, 360\\\\u00b0 Pan/Tilt/Zoom, Wi-Fi Securi\\\", \\\"asin\\\": \\\"19e03689\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nikwax Down Wash.Direct\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":960,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B09LNW3CY2\", \"price\": \"$287.67\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 12, 64GB, Black - Fully Unlocked (Renewed)\", \"asin\": \"B08PP5MSVB\", \"price\": \"$204.98\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 14, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B0BN72FYFG\", \"price\": \"$345.51\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad (10.2-Inch, Wi-Fi, 32GB) - Space Gray (Renewed)\", \"asin\": \"B08264XHCZ\", \"price\": \"$124.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 12 Mini, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B08PPDJWC8\", \"price\": \"$180.00\", \"quantity\": \"\"},\n {\"title\": \"PlayStation Sony DualSense Wireless Controller 5 - Starlight Blue (Renewed)\", \"asin\": \"B09S6TSCJ3\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Apple AirPods 2 with Charging Case - White (Renewed)\", \"asin\": \"B07SKLLYTW\", \"price\": \"$83.12\", \"quantity\": \"\"},\n {\"title\": \"Apple Watch Series 5 (GPS, 40MM) - Gold Aluminum Case with Pink Sand Sport Band (Renewed)\", \"asin\": \"B083M6YZKT\", \"price\": \"$116.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)\", \"asin\": \"B07D3DDJ4L\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13 Pro, 128GB, Graphite - Unlocked (Renewed)\", \"asin\": \"B09LP77GDL\", \"price\": \"$375.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 11, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B07ZPKN6YR\", \"price\": \"$179.00\", \"quantity\": \"\"},\n {\"title\": \"Apple AirPods Pro Wireless Earbuds with MagSafe Charging Case (Renewed)\", \"asin\": \"B0B844T634\", \"price\": \"$110.00\", \"quantity\": \"\"},\n {\"title\": \"Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Matte Black (Renewed)\", \"asin\": \"B0D3KKP8GL\", \"price\": \"$114.95\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone SE 2nd Generation, US Version, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B088NQXD8T\", \"price\": \"$102.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 14 Pro, 256GB, Space Black - Unlocked (Renewed)\", \"asin\": \"B0BN96CCM6\", \"price\": \"$528.35\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad 2020 (10.2-inch, Wi-Fi, 32GB) - Space Gray (Renewed)\", \"asin\": \"B08KWJW3DV\", \"price\": \"$147.81\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13 Pro Max, 128GB, Sierra Blue - Unlocked (Renewed)\", \"asin\": \"B09LPDM924\", \"price\": \"$460.00\", \"quantity\": \"\"},\n {\"title\": \"DualShock 4 Wireless Controller for PlayStation 4 - Jet Black (Renewed)\", \"asin\": \"B0125JFATY\", \"price\": \"$40.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed Premium)\", \"asin\": \"B0BGQKY8S9\", \"price\": \"$369.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13 Mini, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B09LKTXKXQ\", \"price\": \"$268.80\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad 2021 (10.2-inch, Wi-Fi, 64GB) - Space Gray (Renewed)\", \"asin\": \"B09HK12K5M\", \"price\": \"$214.60\", \"quantity\": \"\"},\n {\"title\": \"SAMSUNG Galaxy Watch 6 Classic 47mm Bluetooth Smartwatch, Rotating Bezel, Fitness Tracker, Personalized HR Zones, Advanced Sleep Coaching, US Version, Black (Renewed)\", \"asin\": \"B0CR7858WN\", \"price\": \"$124.97\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 15, 128GB, Black - Unlocked (Renewed)\", \"asin\": \"B0CMPMY9ZZ\", \"price\": \"$499.79\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 15 Pro Max, 256GB, Natural Titanium - Unlocked (Renewed)\", \"asin\": \"B0CMZD7VCV\", \"price\": \"$769.95\", \"quantity\": \"\"},\n {\"title\": \"Beats Studio Pro - Wireless Bluetooth Noise Cancelling Headphones - Black (Renewed Premium)\", \"asin\": \"B0CL3P2YHF\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 12 Pro, 128GB, Pacific Blue - Fully Unlocked (Renewed)\", \"asin\": \"B08PMYLKVF\", \"price\": \"$295.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone XR, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B07P6Y7954\", \"price\": \"$157.41\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad (10.2-inch, Wi-Fi, 128GB, 8th Generation)- Space Gray (Renewed)\", \"asin\": \"B08L1VD7K9\", \"price\": \"$195.00\", \"quantity\": \"\"},\n {\"title\": \"Beats Studio3 Wireless Headphones - Matte Black (Renewed)\", \"asin\": \"B079TLV1WW\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"Apple Watch Series 7 GPS + Cellular, 45mm Midnight Aluminum Case with Midnight Sport Band - Regular (Renewed)\", \"asin\": \"B09PQ7C8Z3\", \"price\": \"$154.00\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-20T21:11:22.473Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B09LNW3CY2\\\", \\\"price\\\": \\\"$287.67\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 12, 64GB, Black - Fully Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B08PP5MSVB\\\", \\\"price\\\": \\\"$204.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 14, 128GB, Midnight - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B0BN72FYFG\\\", \\\"price\\\": \\\"$345.51\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPad (10.2-Inch, Wi-Fi, 32GB) - Space Gray (Renewed)\\\", \\\"asin\\\": \\\"B08264XHCZ\\\", \\\"price\\\": \\\"$124.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 12 Mini, 64GB, Black - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B08PPDJWC8\\\", \\\"price\\\": \\\"$180.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PlayStation Sony DualSense Wireless Controller 5 - Starlight Blue (Renewed)\\\", \\\"asin\\\": \\\"B09S6TSCJ3\\\", \\\"price\\\": \\\"$69.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple AirPods 2 with Charging Case - White (Renewed)\\\", \\\"asin\\\": \\\"B07SKLLYTW\\\", \\\"price\\\": \\\"$83.12\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple Watch Series 5 (GPS, 40MM) - Gold Aluminum Case with Pink Sand Sport Band (Renewed)\\\", \\\"asin\\\": \\\"B083M6YZKT\\\", \\\"price\\\": \\\"$116.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)\\\", \\\"asin\\\": \\\"B07D3DDJ4L\\\", \\\"price\\\": \\\"$99.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 13 Pro, 128GB, Graphite - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B09LP77GDL\\\", \\\"price\\\": \\\"$375.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 11, 64GB, Black - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B07ZPKN6YR\\\", \\\"price\\\": \\\"$179.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple AirPods Pro Wireless Earbuds with MagSafe Charging Case (Renewed)\\\", \\\"asin\\\": \\\"B0B844T634\\\", \\\"price\\\": \\\"$110.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Matte Black (Renewed)\\\", \\\"asin\\\": \\\"B0D3KKP8GL\\\", \\\"price\\\": \\\"$114.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone SE 2nd Generation, US Version, 64GB, Black - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B088NQXD8T\\\", \\\"price\\\": \\\"$102.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 14 Pro, 256GB, Space Black - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B0BN96CCM6\\\", \\\"price\\\": \\\"$528.35\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPad 2020 (10.2-inch, Wi-Fi, 32GB) - Space Gray (Renewed)\\\", \\\"asin\\\": \\\"B08KWJW3DV\\\", \\\"price\\\": \\\"$147.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 13 Pro Max, 128GB, Sierra Blue - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B09LPDM924\\\", \\\"price\\\": \\\"$460.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"DualShock 4 Wireless Controller for PlayStation 4 - Jet Black (Renewed)\\\", \\\"asin\\\": \\\"B0125JFATY\\\", \\\"price\\\": \\\"$40.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed Premium)\\\", \\\"asin\\\": \\\"B0BGQKY8S9\\\", \\\"price\\\": \\\"$369.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 13 Mini, 128GB, Midnight - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B09LKTXKXQ\\\", \\\"price\\\": \\\"$268.80\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPad 2021 (10.2-inch, Wi-Fi, 64GB) - Space Gray (Renewed)\\\", \\\"asin\\\": \\\"B09HK12K5M\\\", \\\"price\\\": \\\"$214.60\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"SAMSUNG Galaxy Watch 6 Classic 47mm Bluetooth Smartwatch, Rotating Bezel, Fitness Tracker, Personalized HR Zones, Advanced Sleep Coaching, US Version, Black (Renewed)\\\", \\\"asin\\\": \\\"B0CR7858WN\\\", \\\"price\\\": \\\"$124.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 15, 128GB, Black - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B0CMPMY9ZZ\\\", \\\"price\\\": \\\"$499.79\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 15 Pro Max, 256GB, Natural Titanium - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B0CMZD7VCV\\\", \\\"price\\\": \\\"$769.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Beats Studio Pro - Wireless Bluetooth Noise Cancelling Headphones - Black (Renewed Premium)\\\", \\\"asin\\\": \\\"B0CL3P2YHF\\\", \\\"price\\\": \\\"$169.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 12 Pro, 128GB, Pacific Blue - Fully Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B08PMYLKVF\\\", \\\"price\\\": \\\"$295.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone XR, 64GB, Black - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B07P6Y7954\\\", \\\"price\\\": \\\"$157.41\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPad (10.2-inch, Wi-Fi, 128GB, 8th Generation)- Space Gray (Renewed)\\\", \\\"asin\\\": \\\"B08L1VD7K9\\\", \\\"price\\\": \\\"$195.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Beats Studio3 Wireless Headphones - Matte Black (Renewed)\\\", \\\"asin\\\": \\\"B079TLV1WW\\\", \\\"price\\\": \\\"$109.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple Watch Series 7 GPS + Cellular, 45mm Midnight Aluminum Case with Midnight Sport Band - Regular (Renewed)\\\", \\\"asin\\\": \\\"B09PQ7C8Z3\\\", \\\"price\\\": \\\"$154.00\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-20T21:11:22.473Z"},"reward_model.ground_truth.action":{"kind":"string","value":"input"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"t450"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-20T21:11:22.473Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":960,"string":"960"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-20T21:11:22.473Z"},"extra_info.answer.action":{"kind":"string","value":"input"},"extra_info.answer.action_argument":{"kind":"string","value":"t450"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B09LNW3CY2\", \"price\": \"$287.67\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 12, 64GB, Black - Fully Unlocked (Renewed)\", \"asin\": \"B08PP5MSVB\", \"price\": \"$204.98\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 14, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B0BN72FYFG\", \"price\": \"$345.51\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad (10.2-Inch, Wi-Fi, 32GB) - Space Gray (Renewed)\", \"asin\": \"B08264XHCZ\", \"price\": \"$124.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 12 Mini, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B08PPDJWC8\", \"price\": \"$180.00\", \"quantity\": \"\"},\n {\"title\": \"PlayStation Sony DualSense Wireless Controller 5 - Starlight Blue (Renewed)\", \"asin\": \"B09S6TSCJ3\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Apple AirPods 2 with Charging Case - White (Renewed)\", \"asin\": \"B07SKLLYTW\", \"price\": \"$83.12\", \"quantity\": \"\"},\n {\"title\": \"Apple Watch Series 5 (GPS, 40MM) - Gold Aluminum Case with Pink Sand Sport Band (Renewed)\", \"asin\": \"B083M6YZKT\", \"price\": \"$116.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)\", \"asin\": \"B07D3DDJ4L\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13 Pro, 128GB, Graphite - Unlocked (Renewed)\", \"asin\": \"B09LP77GDL\", \"price\": \"$375.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 11, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B07ZPKN6YR\", \"price\": \"$179.00\", \"quantity\": \"\"},\n {\"title\": \"Apple AirPods Pro Wireless Earbuds with MagSafe Charging Case (Renewed)\", \"asin\": \"B0B844T634\", \"price\": \"$110.00\", \"quantity\": \"\"},\n {\"title\": \"Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Matte Black (Renewed)\", \"asin\": \"B0D3KKP8GL\", \"price\": \"$114.95\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone SE 2nd Generation, US Version, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B088NQXD8T\", \"price\": \"$102.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 14 Pro, 256GB, Space Black - Unlocked (Renewed)\", \"asin\": \"B0BN96CCM6\", \"price\": \"$528.35\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad 2020 (10.2-inch, Wi-Fi, 32GB) - Space Gray (Renewed)\", \"asin\": \"B08KWJW3DV\", \"price\": \"$147.81\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13 Pro Max, 128GB, Sierra Blue - Unlocked (Renewed)\", \"asin\": \"B09LPDM924\", \"price\": \"$460.00\", \"quantity\": \"\"},\n {\"title\": \"DualShock 4 Wireless Controller for PlayStation 4 - Jet Black (Renewed)\", \"asin\": \"B0125JFATY\", \"price\": \"$40.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed Premium)\", \"asin\": \"B0BGQKY8S9\", \"price\": \"$369.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13 Mini, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B09LKTXKXQ\", \"price\": \"$268.80\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad 2021 (10.2-inch, Wi-Fi, 64GB) - Space Gray (Renewed)\", \"asin\": \"B09HK12K5M\", \"price\": \"$214.60\", \"quantity\": \"\"},\n {\"title\": \"SAMSUNG Galaxy Watch 6 Classic 47mm Bluetooth Smartwatch, Rotating Bezel, Fitness Tracker, Personalized HR Zones, Advanced Sleep Coaching, US Version, Black (Renewed)\", \"asin\": \"B0CR7858WN\", \"price\": \"$124.97\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 15, 128GB, Black - Unlocked (Renewed)\", \"asin\": \"B0CMPMY9ZZ\", \"price\": \"$499.79\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 15 Pro Max, 256GB, Natural Titanium - Unlocked (Renewed)\", \"asin\": \"B0CMZD7VCV\", \"price\": \"$769.95\", \"quantity\": \"\"},\n {\"title\": \"Beats Studio Pro - Wireless Bluetooth Noise Cancelling Headphones - Black (Renewed Premium)\", \"asin\": \"B0CL3P2YHF\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 12 Pro, 128GB, Pacific Blue - Fully Unlocked (Renewed)\", \"asin\": \"B08PMYLKVF\", \"price\": \"$295.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone XR, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B07P6Y7954\", \"price\": \"$157.41\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad (10.2-inch, Wi-Fi, 128GB, 8th Generation)- Space Gray (Renewed)\", \"asin\": \"B08L1VD7K9\", \"price\": \"$195.00\", \"quantity\": \"\"},\n {\"title\": \"Beats Studio3 Wireless Headphones - Matte Black (Renewed)\", \"asin\": \"B079TLV1WW\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"Apple Watch Series 7 GPS + Cellular, 45mm Midnight Aluminum Case with Midnight Sport Band - Regular (Renewed)\", \"asin\": \"B09PQ7C8Z3\", \"price\": \"$154.00\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-20T21:11:22.473Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"input t450 \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"input t450 \",\n \"index\": 960,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B09LNW3CY2\\\", \\\"price\\\": \\\"$287.67\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 12, 64GB, Black - Fully Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B08PP5MSVB\\\", \\\"price\\\": \\\"$204.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 14, 128GB, Midnight - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B0BN72FYFG\\\", \\\"price\\\": \\\"$345.51\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPad (10.2-Inch, Wi-Fi, 32GB) - Space Gray (Renewed)\\\", \\\"asin\\\": \\\"B08264XHCZ\\\", \\\"price\\\": \\\"$124.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 12 Mini, 64GB, Black - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B08PPDJWC8\\\", \\\"price\\\": \\\"$180.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PlayStation Sony DualSense Wireless Controller 5 - Starlight Blue (Renewed)\\\", \\\"asin\\\": \\\"B09S6TSCJ3\\\", \\\"price\\\": \\\"$69.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple AirPods 2 with Charging Case - White (Renewed)\\\", \\\"asin\\\": \\\"B07SKLLYTW\\\", \\\"price\\\": \\\"$83.12\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple Watch Series 5 (GPS, 40MM) - Gold Aluminum Case with Pink Sand Sport Band (Renewed)\\\", \\\"asin\\\": \\\"B083M6YZKT\\\", \\\"price\\\": \\\"$116.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)\\\", \\\"asin\\\": \\\"B07D3DDJ4L\\\", \\\"price\\\": \\\"$99.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 13 Pro, 128GB, Graphite - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B09LP77GDL\\\", \\\"price\\\": \\\"$375.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 11, 64GB, Black - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B07ZPKN6YR\\\", \\\"price\\\": \\\"$179.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple AirPods Pro Wireless Earbuds with MagSafe Charging Case (Renewed)\\\", \\\"asin\\\": \\\"B0B844T634\\\", \\\"price\\\": \\\"$110.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Matte Black (Renewed)\\\", \\\"asin\\\": \\\"B0D3KKP8GL\\\", \\\"price\\\": \\\"$114.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone SE 2nd Generation, US Version, 64GB, Black - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B088NQXD8T\\\", \\\"price\\\": \\\"$102.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 14 Pro, 256GB, Space Black - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B0BN96CCM6\\\", \\\"price\\\": \\\"$528.35\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPad 2020 (10.2-inch, Wi-Fi, 32GB) - Space Gray (Renewed)\\\", \\\"asin\\\": \\\"B08KWJW3DV\\\", \\\"price\\\": \\\"$147.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 13 Pro Max, 128GB, Sierra Blue - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B09LPDM924\\\", \\\"price\\\": \\\"$460.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"DualShock 4 Wireless Controller for PlayStation 4 - Jet Black (Renewed)\\\", \\\"asin\\\": \\\"B0125JFATY\\\", \\\"price\\\": \\\"$40.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed Premium)\\\", \\\"asin\\\": \\\"B0BGQKY8S9\\\", \\\"price\\\": \\\"$369.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 13 Mini, 128GB, Midnight - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B09LKTXKXQ\\\", \\\"price\\\": \\\"$268.80\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPad 2021 (10.2-inch, Wi-Fi, 64GB) - Space Gray (Renewed)\\\", \\\"asin\\\": \\\"B09HK12K5M\\\", \\\"price\\\": \\\"$214.60\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"SAMSUNG Galaxy Watch 6 Classic 47mm Bluetooth Smartwatch, Rotating Bezel, Fitness Tracker, Personalized HR Zones, Advanced Sleep Coaching, US Version, Black (Renewed)\\\", \\\"asin\\\": \\\"B0CR7858WN\\\", \\\"price\\\": \\\"$124.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 15, 128GB, Black - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B0CMPMY9ZZ\\\", \\\"price\\\": \\\"$499.79\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 15 Pro Max, 256GB, Natural Titanium - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B0CMZD7VCV\\\", \\\"price\\\": \\\"$769.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Beats Studio Pro - Wireless Bluetooth Noise Cancelling Headphones - Black (Renewed Premium)\\\", \\\"asin\\\": \\\"B0CL3P2YHF\\\", \\\"price\\\": \\\"$169.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone 12 Pro, 128GB, Pacific Blue - Fully Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B08PMYLKVF\\\", \\\"price\\\": \\\"$295.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPhone XR, 64GB, Black - Unlocked (Renewed)\\\", \\\"asin\\\": \\\"B07P6Y7954\\\", \\\"price\\\": \\\"$157.41\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple iPad (10.2-inch, Wi-Fi, 128GB, 8th Generation)- Space Gray (Renewed)\\\", \\\"asin\\\": \\\"B08L1VD7K9\\\", \\\"price\\\": \\\"$195.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Beats Studio3 Wireless Headphones - Matte Black (Renewed)\\\", \\\"asin\\\": \\\"B079TLV1WW\\\", \\\"price\\\": \\\"$109.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple Watch Series 7 GPS + Cellular, 45mm Midnight Aluminum Case with Midnight Sport Band - Regular (Renewed)\\\", \\\"asin\\\": \\\"B09PQ7C8Z3\\\", \\\"price\\\": \\\"$154.00\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":961,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$28.70\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BSNMSBHQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BC264NNC\", \"price\": \"$49.95\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DPM2R3G7\", \"price\": \"$18.88\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F37V8TSR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T14:12:44.513Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\\\", \\\"asin\\\": \\\"B0CLWZ7MB2\\\", \\\"price\\\": \\\"$29.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\\\", \\\"asin\\\": \\\"B078BF27BF\\\", \\\"price\\\": \\\"$27.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\\\", \\\"asin\\\": \\\"B0BZDPFH45\\\", \\\"price\\\": \\\"$48.59\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"B0CLWH333W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\\\", \\\"asin\\\": \\\"B0DJHBQ3VT\\\", \\\"price\\\": \\\"$7.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\\\", \\\"asin\\\": \\\"B0747HR4BT\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\\\", \\\"asin\\\": \\\"B0F43B4GGY\\\", \\\"price\\\": \\\"$7.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\\\", \\\"asin\\\": \\\"B0BZQTSBWZ\\\", \\\"price\\\": \\\"$37.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\\\", \\\"asin\\\": \\\"B0D4YYSD8V\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\\\", \\\"asin\\\": \\\"B01FG2RLOE\\\", \\\"price\\\": \\\"$44.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"VIKICON\\\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\\\", \\\"asin\\\": \\\"/promo/A377JZ59CWHAN2\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\\\", \\\"asin\\\": \\\"B0CQYFF8DY\\\", \\\"price\\\": \\\"$18.59\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\\\", \\\"asin\\\": \\\"B0001XLSUW\\\", \\\"price\\\": \\\"$28.70\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DH8RS2YY\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B081ZLBN8R\\\", \\\"price\\\": \\\"$44.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B08ZNWFLTV\\\", \\\"price\\\": \\\"$57.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0BSNMSBHQ\\\", \\\"price\\\": \\\"$44.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B01DMU8YDY\\\", \\\"price\\\": \\\"$94.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DJ3H4YTJ\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0BC264NNC\\\", \\\"price\\\": \\\"$49.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DPM2R3G7\\\", \\\"price\\\": \\\"$18.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DSKFSTMY\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B07Z3CCR3Z\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0D9BKHMZZ\\\", \\\"price\\\": \\\"$33.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0CDQFVY1J\\\", \\\"price\\\": \\\"$34.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0F37V8TSR\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\\\", \\\"asin\\\": \\\"B0C2J8XTYY\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Style\\\": \\\"Pack of 3 /Face Body Kit\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T14:12:44.513Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"quantity"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T14:12:44.513Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":961,"string":"961"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T14:12:44.513Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"quantity"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$28.70\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BSNMSBHQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BC264NNC\", \"price\": \"$49.95\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DPM2R3G7\", \"price\": \"$18.88\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F37V8TSR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T14:12:44.513Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click quantity \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click quantity \",\n \"index\": 961,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\\\", \\\"asin\\\": \\\"B0CLWZ7MB2\\\", \\\"price\\\": \\\"$29.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\\\", \\\"asin\\\": \\\"B078BF27BF\\\", \\\"price\\\": \\\"$27.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\\\", \\\"asin\\\": \\\"B0BZDPFH45\\\", \\\"price\\\": \\\"$48.59\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"B0CLWH333W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\\\", \\\"asin\\\": \\\"B0DJHBQ3VT\\\", \\\"price\\\": \\\"$7.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\\\", \\\"asin\\\": \\\"B0747HR4BT\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\\\", \\\"asin\\\": \\\"B0F43B4GGY\\\", \\\"price\\\": \\\"$7.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\\\", \\\"asin\\\": \\\"B0BZQTSBWZ\\\", \\\"price\\\": \\\"$37.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\\\", \\\"asin\\\": \\\"B0D4YYSD8V\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\\\", \\\"asin\\\": \\\"B01FG2RLOE\\\", \\\"price\\\": \\\"$44.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"VIKICON\\\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\\\", \\\"asin\\\": \\\"/promo/A377JZ59CWHAN2\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\\\", \\\"asin\\\": \\\"B0CQYFF8DY\\\", \\\"price\\\": \\\"$18.59\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\\\", \\\"asin\\\": \\\"B0001XLSUW\\\", \\\"price\\\": \\\"$28.70\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DH8RS2YY\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B081ZLBN8R\\\", \\\"price\\\": \\\"$44.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B08ZNWFLTV\\\", \\\"price\\\": \\\"$57.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0BSNMSBHQ\\\", \\\"price\\\": \\\"$44.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B01DMU8YDY\\\", \\\"price\\\": \\\"$94.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DJ3H4YTJ\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0BC264NNC\\\", \\\"price\\\": \\\"$49.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DPM2R3G7\\\", \\\"price\\\": \\\"$18.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DSKFSTMY\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B07Z3CCR3Z\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0D9BKHMZZ\\\", \\\"price\\\": \\\"$33.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0CDQFVY1J\\\", \\\"price\\\": \\\"$34.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0F37V8TSR\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\\\", \\\"asin\\\": \\\"B0C2J8XTYY\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Style\\\": \\\"Pack of 3 /Face Body Kit\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":962,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$28.70\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BSNMSBHQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BC264NNC\", \"price\": \"$49.95\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DPM2R3G7\", \"price\": \"$18.88\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F37V8TSR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T14:12:51.758Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\\\", \\\"asin\\\": \\\"B0CLWZ7MB2\\\", \\\"price\\\": \\\"$29.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\\\", \\\"asin\\\": \\\"B078BF27BF\\\", \\\"price\\\": \\\"$27.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\\\", \\\"asin\\\": \\\"B0BZDPFH45\\\", \\\"price\\\": \\\"$48.59\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"B0CLWH333W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\\\", \\\"asin\\\": \\\"B0DJHBQ3VT\\\", \\\"price\\\": \\\"$7.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\\\", \\\"asin\\\": \\\"B0747HR4BT\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\\\", \\\"asin\\\": \\\"B0F43B4GGY\\\", \\\"price\\\": \\\"$7.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\\\", \\\"asin\\\": \\\"B0BZQTSBWZ\\\", \\\"price\\\": \\\"$37.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\\\", \\\"asin\\\": \\\"B0D4YYSD8V\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\\\", \\\"asin\\\": \\\"B01FG2RLOE\\\", \\\"price\\\": \\\"$44.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"VIKICON\\\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\\\", \\\"asin\\\": \\\"/promo/A377JZ59CWHAN2\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\\\", \\\"asin\\\": \\\"B0CQYFF8DY\\\", \\\"price\\\": \\\"$18.59\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\\\", \\\"asin\\\": \\\"B0001XLSUW\\\", \\\"price\\\": \\\"$28.70\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DH8RS2YY\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B081ZLBN8R\\\", \\\"price\\\": \\\"$44.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B08ZNWFLTV\\\", \\\"price\\\": \\\"$57.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0BSNMSBHQ\\\", \\\"price\\\": \\\"$44.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B01DMU8YDY\\\", \\\"price\\\": \\\"$94.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DJ3H4YTJ\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0BC264NNC\\\", \\\"price\\\": \\\"$49.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DPM2R3G7\\\", \\\"price\\\": \\\"$18.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DSKFSTMY\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B07Z3CCR3Z\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0D9BKHMZZ\\\", \\\"price\\\": \\\"$33.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0CDQFVY1J\\\", \\\"price\\\": \\\"$34.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0F37V8TSR\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\\\", \\\"asin\\\": \\\"B0C2J8XTYY\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Style\\\": \\\"Pack of 3 /Face Body Kit\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T14:12:51.758Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"quantity"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T14:12:51.758Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":962,"string":"962"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T14:12:51.758Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"quantity"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$28.70\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BSNMSBHQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BC264NNC\", \"price\": \"$49.95\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DPM2R3G7\", \"price\": \"$18.88\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F37V8TSR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T14:12:51.758Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click quantity \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click quantity \",\n \"index\": 962,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\\\", \\\"asin\\\": \\\"B0CLWZ7MB2\\\", \\\"price\\\": \\\"$29.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\\\", \\\"asin\\\": \\\"B078BF27BF\\\", \\\"price\\\": \\\"$27.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\\\", \\\"asin\\\": \\\"B0BZDPFH45\\\", \\\"price\\\": \\\"$48.59\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"B0CLWH333W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\\\", \\\"asin\\\": \\\"B0DJHBQ3VT\\\", \\\"price\\\": \\\"$7.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\\\", \\\"asin\\\": \\\"B0747HR4BT\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\\\", \\\"asin\\\": \\\"B0F43B4GGY\\\", \\\"price\\\": \\\"$7.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\\\", \\\"asin\\\": \\\"B0BZQTSBWZ\\\", \\\"price\\\": \\\"$37.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\\\", \\\"asin\\\": \\\"B0D4YYSD8V\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\\\", \\\"asin\\\": \\\"B01FG2RLOE\\\", \\\"price\\\": \\\"$44.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"VIKICON\\\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\\\", \\\"asin\\\": \\\"/promo/A377JZ59CWHAN2\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\\\", \\\"asin\\\": \\\"B0CQYFF8DY\\\", \\\"price\\\": \\\"$18.59\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\\\", \\\"asin\\\": \\\"B0001XLSUW\\\", \\\"price\\\": \\\"$28.70\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DH8RS2YY\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B081ZLBN8R\\\", \\\"price\\\": \\\"$44.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B08ZNWFLTV\\\", \\\"price\\\": \\\"$57.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0BSNMSBHQ\\\", \\\"price\\\": \\\"$44.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B01DMU8YDY\\\", \\\"price\\\": \\\"$94.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DJ3H4YTJ\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0BC264NNC\\\", \\\"price\\\": \\\"$49.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DPM2R3G7\\\", \\\"price\\\": \\\"$18.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DSKFSTMY\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B07Z3CCR3Z\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0D9BKHMZZ\\\", \\\"price\\\": \\\"$33.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0CDQFVY1J\\\", \\\"price\\\": \\\"$34.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0F37V8TSR\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\\\", \\\"asin\\\": \\\"B0C2J8XTYY\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Style\\\": \\\"Pack of 3 /Face Body Kit\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":963,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Reuseable Wick Evaporative Humidifier for Bedroom Quiet Healthy Baby Humidifier, No White Dust, Evaporative Humidifier Large Room 800ml/h 3 Speeds, 2 Gal, Timing, Auto Shut off\", \"asin\": \"B0CMTVGRYN\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"SU-4023B: 1-Gallon Evaporative Humidifier\", \"asin\": \"B0CPQ6J2J1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"LEVOIT Humidifiers for Bedroom Baby, Sprout Evaporative with Dual Filters for Air & Water, Separate Sensor, Adjustable No Blue Nightlight, Auto Dry, Smart Control & Alexa, Auto Mode, 3.8L Tank for 36H\", \"asin\": \"B0DLGDRRXY\", \"price\": \"$189.99\", \"quantity\": \"\"},\n {\"title\": \"HHE150 Hunter Aspire 4.8L Evaporative Humidifier with PermaWick Filter (4.8L) - Remove Contaminants & White Dust for Clean Mist & Air \\u2013 Medium Humidifier for Home, Bedroom, or Dorm - White\", \"asin\": \"B0CPYM9TBT\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"MistFree Smart Humidifier for Bedroom, Evaporative Humidifier No White Dust, Auto Humidity & APP Control, 3L Water Tank Easy to Clean, Sleep Mode, Timing, Humidifiers for Nursery, Baby (White)\", \"asin\": \"/promo/A2HS95V5A4UIRZ\", \"price\": \"$72.99\", \"quantity\": \"\"},\n {\"title\": \"ANTOBLE 4 Pack MD1-0034 Humidifier Wick Replacement Filters Compatible with Vornado EVAP2, EVAP40, EV100, EV200, EVDC300, EVDC500, EVDC505 Evaporative Humidifiers\", \"asin\": \"B0BFQNSK7K\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"B0C2C9NHZW\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"KLARTA Humea Smart Evaporative Humidifier with WiFi (White) | 3L Tank, Mobile Control, Auto, Quiet, No White Dust, Nightlight | Relief for Allergy, Dry Skin, Dry Air, Sleep Issues\", \"asin\": \"B0DRVN2SXF\", \"price\": \"$87.00\", \"quantity\": \"\"},\n {\"title\": \"LEVOIT Superior 6000S Smart Evaporative Humidifiers for Home Whole House up to 3000ft\\u00b2, 6 Gal, Last 72-Hour, Premium Filter, Dry Mode, Wheels & Water Fill Hose & Foldable Storage - Quiet Sleep Mode\", \"asin\": \"B0CGR1N9T6\", \"price\": \"$249.99\", \"quantity\": \"\"},\n {\"title\": \"Stadler Form humidifier Oskar, energy-saving humidifier for rooms up to 540 square feet, evaporator with automatic switch-off, dimmable LEDs, very quiet, black\", \"asin\": \"B00375C918\", \"price\": \"$158.45\", \"quantity\": \"\"},\n {\"title\": \"VEVOR Evaporative Humidifier for Whole House up to 1076.4 sqft, 10L(2.64G) Large Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-14h Timer,Premium Filter Quiet Sleep Mode for Bedroom\", \"asin\": \"B0DMNJRKX7\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"Wooohoo Evaporative Humidifier for Bedroom, 2.11Gal/8L Quiet Humidifiers Large Room with SleepyTime, Aroma Diffuser, 6 Speeds, Top Fill, No White Dust, Auto Off Humidifier for Baby Nursery Home Office\", \"asin\": \"B0DHCYMF6Y\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"AIRCARE Space Saver Large Evaporative Whole House Commercial 6 Gallon Humidifier for Large Rooms 2,700 sq ft. With Digital Controls, Auto Humidistat and Automatic Shut Off\", \"asin\": \"B00WAC9VKQ\", \"price\": \"$124.99\", \"quantity\": \"\"},\n {\"title\": \"VEVOR Evaporative Humidifier for Whole House up to 538.2 sqft, 480 ml/h Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-12h Timer,Premium Filter Quiet Sleep Mode for Bedroom,5L(1.32G)\", \"asin\": \"/promo/A2Z2DV7Q3Y0UTW\", \"price\": \"$54.39\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F2DFCDR7\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B06XYQ8J4W\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B09K25DC2Q\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07CTMBTFN\", \"price\": \"$21.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B00DP1AZLU\", \"price\": \"$51.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"KarParts360 Front Exterior Door Handle for Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement fo\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:14:15.923Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Reuseable Wick Evaporative Humidifier for Bedroom Quiet Healthy Baby Humidifier, No White Dust, Evaporative Humidifier Large Room 800ml/h 3 Speeds, 2 Gal, Timing, Auto Shut off\\\", \\\"asin\\\": \\\"B0CMTVGRYN\\\", \\\"price\\\": \\\"$139.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"SU-4023B: 1-Gallon Evaporative Humidifier\\\", \\\"asin\\\": \\\"B0CPQ6J2J1\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"LEVOIT Humidifiers for Bedroom Baby, Sprout Evaporative with Dual Filters for Air & Water, Separate Sensor, Adjustable No Blue Nightlight, Auto Dry, Smart Control & Alexa, Auto Mode, 3.8L Tank for 36H\\\", \\\"asin\\\": \\\"B0DLGDRRXY\\\", \\\"price\\\": \\\"$189.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"HHE150 Hunter Aspire 4.8L Evaporative Humidifier with PermaWick Filter (4.8L) - Remove Contaminants & White Dust for Clean Mist & Air \\\\u2013 Medium Humidifier for Home, Bedroom, or Dorm - White\\\", \\\"asin\\\": \\\"B0CPYM9TBT\\\", \\\"price\\\": \\\"$79.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"MistFree Smart Humidifier for Bedroom, Evaporative Humidifier No White Dust, Auto Humidity & APP Control, 3L Water Tank Easy to Clean, Sleep Mode, Timing, Humidifiers for Nursery, Baby (White)\\\", \\\"asin\\\": \\\"/promo/A2HS95V5A4UIRZ\\\", \\\"price\\\": \\\"$72.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ANTOBLE 4 Pack MD1-0034 Humidifier Wick Replacement Filters Compatible with Vornado EVAP2, EVAP40, EV100, EV200, EVDC300, EVDC500, EVDC505 Evaporative Humidifiers\\\", \\\"asin\\\": \\\"B0BFQNSK7K\\\", \\\"price\\\": \\\"$22.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\\\", \\\"asin\\\": \\\"B0C2C9NHZW\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"KLARTA Humea Smart Evaporative Humidifier with WiFi (White) | 3L Tank, Mobile Control, Auto, Quiet, No White Dust, Nightlight | Relief for Allergy, Dry Skin, Dry Air, Sleep Issues\\\", \\\"asin\\\": \\\"B0DRVN2SXF\\\", \\\"price\\\": \\\"$87.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"LEVOIT Superior 6000S Smart Evaporative Humidifiers for Home Whole House up to 3000ft\\\\u00b2, 6 Gal, Last 72-Hour, Premium Filter, Dry Mode, Wheels & Water Fill Hose & Foldable Storage - Quiet Sleep Mode\\\", \\\"asin\\\": \\\"B0CGR1N9T6\\\", \\\"price\\\": \\\"$249.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Stadler Form humidifier Oskar, energy-saving humidifier for rooms up to 540 square feet, evaporator with automatic switch-off, dimmable LEDs, very quiet, black\\\", \\\"asin\\\": \\\"B00375C918\\\", \\\"price\\\": \\\"$158.45\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"VEVOR Evaporative Humidifier for Whole House up to 1076.4 sqft, 10L(2.64G) Large Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-14h Timer,Premium Filter Quiet Sleep Mode for Bedroom\\\", \\\"asin\\\": \\\"B0DMNJRKX7\\\", \\\"price\\\": \\\"$89.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Wooohoo Evaporative Humidifier for Bedroom, 2.11Gal/8L Quiet Humidifiers Large Room with SleepyTime, Aroma Diffuser, 6 Speeds, Top Fill, No White Dust, Auto Off Humidifier for Baby Nursery Home Office\\\", \\\"asin\\\": \\\"B0DHCYMF6Y\\\", \\\"price\\\": \\\"$89.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AIRCARE Space Saver Large Evaporative Whole House Commercial 6 Gallon Humidifier for Large Rooms 2,700 sq ft. With Digital Controls, Auto Humidistat and Automatic Shut Off\\\", \\\"asin\\\": \\\"B00WAC9VKQ\\\", \\\"price\\\": \\\"$124.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"VEVOR Evaporative Humidifier for Whole House up to 538.2 sqft, 480 ml/h Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-12h Timer,Premium Filter Quiet Sleep Mode for Bedroom,5L(1.32G)\\\", \\\"asin\\\": \\\"/promo/A2Z2DV7Q3Y0UTW\\\", \\\"price\\\": \\\"$54.39\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B07R3D4N4Q\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B07HB9K7FX\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0F2DFCDR7\\\", \\\"price\\\": \\\"$34.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DSKFSTMY\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B07Z3CCR3Z\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0D9BKHMZZ\\\", \\\"price\\\": \\\"$33.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DH8RS2YY\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B08ZNWFLTV\\\", \\\"price\\\": \\\"$57.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B06XYQ8J4W\\\", \\\"price\\\": \\\"$48.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B01DMU8YDY\\\", \\\"price\\\": \\\"$94.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B09K25DC2Q\\\", \\\"price\\\": \\\"$50.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B07CTMBTFN\\\", \\\"price\\\": \\\"$21.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0CZB5PWMQ\\\", \\\"price\\\": \\\"$63.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B00DP1AZLU\\\", \\\"price\\\": \\\"$51.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"KarParts360 Front Exterior Door Handle for Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement fo\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:14:15.923Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"suggested_term"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:14:15.923Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":963,"string":"963"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:14:15.923Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"suggested_term"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Reuseable Wick Evaporative Humidifier for Bedroom Quiet Healthy Baby Humidifier, No White Dust, Evaporative Humidifier Large Room 800ml/h 3 Speeds, 2 Gal, Timing, Auto Shut off\", \"asin\": \"B0CMTVGRYN\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"SU-4023B: 1-Gallon Evaporative Humidifier\", \"asin\": \"B0CPQ6J2J1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"LEVOIT Humidifiers for Bedroom Baby, Sprout Evaporative with Dual Filters for Air & Water, Separate Sensor, Adjustable No Blue Nightlight, Auto Dry, Smart Control & Alexa, Auto Mode, 3.8L Tank for 36H\", \"asin\": \"B0DLGDRRXY\", \"price\": \"$189.99\", \"quantity\": \"\"},\n {\"title\": \"HHE150 Hunter Aspire 4.8L Evaporative Humidifier with PermaWick Filter (4.8L) - Remove Contaminants & White Dust for Clean Mist & Air \\u2013 Medium Humidifier for Home, Bedroom, or Dorm - White\", \"asin\": \"B0CPYM9TBT\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"MistFree Smart Humidifier for Bedroom, Evaporative Humidifier No White Dust, Auto Humidity & APP Control, 3L Water Tank Easy to Clean, Sleep Mode, Timing, Humidifiers for Nursery, Baby (White)\", \"asin\": \"/promo/A2HS95V5A4UIRZ\", \"price\": \"$72.99\", \"quantity\": \"\"},\n {\"title\": \"ANTOBLE 4 Pack MD1-0034 Humidifier Wick Replacement Filters Compatible with Vornado EVAP2, EVAP40, EV100, EV200, EVDC300, EVDC500, EVDC505 Evaporative Humidifiers\", \"asin\": \"B0BFQNSK7K\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"B0C2C9NHZW\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"KLARTA Humea Smart Evaporative Humidifier with WiFi (White) | 3L Tank, Mobile Control, Auto, Quiet, No White Dust, Nightlight | Relief for Allergy, Dry Skin, Dry Air, Sleep Issues\", \"asin\": \"B0DRVN2SXF\", \"price\": \"$87.00\", \"quantity\": \"\"},\n {\"title\": \"LEVOIT Superior 6000S Smart Evaporative Humidifiers for Home Whole House up to 3000ft\\u00b2, 6 Gal, Last 72-Hour, Premium Filter, Dry Mode, Wheels & Water Fill Hose & Foldable Storage - Quiet Sleep Mode\", \"asin\": \"B0CGR1N9T6\", \"price\": \"$249.99\", \"quantity\": \"\"},\n {\"title\": \"Stadler Form humidifier Oskar, energy-saving humidifier for rooms up to 540 square feet, evaporator with automatic switch-off, dimmable LEDs, very quiet, black\", \"asin\": \"B00375C918\", \"price\": \"$158.45\", \"quantity\": \"\"},\n {\"title\": \"VEVOR Evaporative Humidifier for Whole House up to 1076.4 sqft, 10L(2.64G) Large Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-14h Timer,Premium Filter Quiet Sleep Mode for Bedroom\", \"asin\": \"B0DMNJRKX7\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"Wooohoo Evaporative Humidifier for Bedroom, 2.11Gal/8L Quiet Humidifiers Large Room with SleepyTime, Aroma Diffuser, 6 Speeds, Top Fill, No White Dust, Auto Off Humidifier for Baby Nursery Home Office\", \"asin\": \"B0DHCYMF6Y\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"AIRCARE Space Saver Large Evaporative Whole House Commercial 6 Gallon Humidifier for Large Rooms 2,700 sq ft. With Digital Controls, Auto Humidistat and Automatic Shut Off\", \"asin\": \"B00WAC9VKQ\", \"price\": \"$124.99\", \"quantity\": \"\"},\n {\"title\": \"VEVOR Evaporative Humidifier for Whole House up to 538.2 sqft, 480 ml/h Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-12h Timer,Premium Filter Quiet Sleep Mode for Bedroom,5L(1.32G)\", \"asin\": \"/promo/A2Z2DV7Q3Y0UTW\", \"price\": \"$54.39\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F2DFCDR7\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B06XYQ8J4W\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B09K25DC2Q\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07CTMBTFN\", \"price\": \"$21.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B00DP1AZLU\", \"price\": \"$51.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"KarParts360 Front Exterior Door Handle for Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement fo\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:14:15.923Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click suggested_term \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click suggested_term \",\n \"index\": 963,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Reuseable Wick Evaporative Humidifier for Bedroom Quiet Healthy Baby Humidifier, No White Dust, Evaporative Humidifier Large Room 800ml/h 3 Speeds, 2 Gal, Timing, Auto Shut off\\\", \\\"asin\\\": \\\"B0CMTVGRYN\\\", \\\"price\\\": \\\"$139.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"SU-4023B: 1-Gallon Evaporative Humidifier\\\", \\\"asin\\\": \\\"B0CPQ6J2J1\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"LEVOIT Humidifiers for Bedroom Baby, Sprout Evaporative with Dual Filters for Air & Water, Separate Sensor, Adjustable No Blue Nightlight, Auto Dry, Smart Control & Alexa, Auto Mode, 3.8L Tank for 36H\\\", \\\"asin\\\": \\\"B0DLGDRRXY\\\", \\\"price\\\": \\\"$189.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"HHE150 Hunter Aspire 4.8L Evaporative Humidifier with PermaWick Filter (4.8L) - Remove Contaminants & White Dust for Clean Mist & Air \\\\u2013 Medium Humidifier for Home, Bedroom, or Dorm - White\\\", \\\"asin\\\": \\\"B0CPYM9TBT\\\", \\\"price\\\": \\\"$79.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"MistFree Smart Humidifier for Bedroom, Evaporative Humidifier No White Dust, Auto Humidity & APP Control, 3L Water Tank Easy to Clean, Sleep Mode, Timing, Humidifiers for Nursery, Baby (White)\\\", \\\"asin\\\": \\\"/promo/A2HS95V5A4UIRZ\\\", \\\"price\\\": \\\"$72.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ANTOBLE 4 Pack MD1-0034 Humidifier Wick Replacement Filters Compatible with Vornado EVAP2, EVAP40, EV100, EV200, EVDC300, EVDC500, EVDC505 Evaporative Humidifiers\\\", \\\"asin\\\": \\\"B0BFQNSK7K\\\", \\\"price\\\": \\\"$22.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\\\", \\\"asin\\\": \\\"B0C2C9NHZW\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"KLARTA Humea Smart Evaporative Humidifier with WiFi (White) | 3L Tank, Mobile Control, Auto, Quiet, No White Dust, Nightlight | Relief for Allergy, Dry Skin, Dry Air, Sleep Issues\\\", \\\"asin\\\": \\\"B0DRVN2SXF\\\", \\\"price\\\": \\\"$87.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"LEVOIT Superior 6000S Smart Evaporative Humidifiers for Home Whole House up to 3000ft\\\\u00b2, 6 Gal, Last 72-Hour, Premium Filter, Dry Mode, Wheels & Water Fill Hose & Foldable Storage - Quiet Sleep Mode\\\", \\\"asin\\\": \\\"B0CGR1N9T6\\\", \\\"price\\\": \\\"$249.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Stadler Form humidifier Oskar, energy-saving humidifier for rooms up to 540 square feet, evaporator with automatic switch-off, dimmable LEDs, very quiet, black\\\", \\\"asin\\\": \\\"B00375C918\\\", \\\"price\\\": \\\"$158.45\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"VEVOR Evaporative Humidifier for Whole House up to 1076.4 sqft, 10L(2.64G) Large Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-14h Timer,Premium Filter Quiet Sleep Mode for Bedroom\\\", \\\"asin\\\": \\\"B0DMNJRKX7\\\", \\\"price\\\": \\\"$89.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Wooohoo Evaporative Humidifier for Bedroom, 2.11Gal/8L Quiet Humidifiers Large Room with SleepyTime, Aroma Diffuser, 6 Speeds, Top Fill, No White Dust, Auto Off Humidifier for Baby Nursery Home Office\\\", \\\"asin\\\": \\\"B0DHCYMF6Y\\\", \\\"price\\\": \\\"$89.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AIRCARE Space Saver Large Evaporative Whole House Commercial 6 Gallon Humidifier for Large Rooms 2,700 sq ft. With Digital Controls, Auto Humidistat and Automatic Shut Off\\\", \\\"asin\\\": \\\"B00WAC9VKQ\\\", \\\"price\\\": \\\"$124.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"VEVOR Evaporative Humidifier for Whole House up to 538.2 sqft, 480 ml/h Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-12h Timer,Premium Filter Quiet Sleep Mode for Bedroom,5L(1.32G)\\\", \\\"asin\\\": \\\"/promo/A2Z2DV7Q3Y0UTW\\\", \\\"price\\\": \\\"$54.39\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B07R3D4N4Q\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B07HB9K7FX\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0F2DFCDR7\\\", \\\"price\\\": \\\"$34.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DSKFSTMY\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B07Z3CCR3Z\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0D9BKHMZZ\\\", \\\"price\\\": \\\"$33.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0DH8RS2YY\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B08ZNWFLTV\\\", \\\"price\\\": \\\"$57.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B06XYQ8J4W\\\", \\\"price\\\": \\\"$48.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B01DMU8YDY\\\", \\\"price\\\": \\\"$94.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B09K25DC2Q\\\", \\\"price\\\": \\\"$50.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B07CTMBTFN\\\", \\\"price\\\": \\\"$21.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B0CZB5PWMQ\\\", \\\"price\\\": \\\"$63.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"\\\", \\\"asin\\\": \\\"B00DP1AZLU\\\", \\\"price\\\": \\\"$51.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"KarParts360 Front Exterior Door Handle for Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement fo\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\\\", \\\"asin\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":964,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads qp2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0CDQFVY1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0D1LGTTS6\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4568 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNP56GKH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 6 left in stock - order soon.\"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1\"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 28 - 29\"},\n {\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 7 left in stock - order soon.\"},\n {\"title\": \"3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861\", \"asin\": \"B0D7C3FSMK\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 30 - May 1Only 5 left in stock - order soon.\"},\n {\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23 Only 11 left in stock - order soon.\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Blade Adjustable Guards for Blade of Qp2520 Qp2530 Qp2620 Qp2630 Shaver, 14 Length Settings Optional from 0.4-10mm with 1 Skin Guard and 1 Body Comb\\uff0cCompatible for Philips Guards and Combs Set\", \"asin\": \"B0DR35NP62\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\"},\n {\"title\": \"4Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F1F5YV5M\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon.\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads, for Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\", \"asin\": \"B0DY75NNXT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n {\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads - Compatible with Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\", \"asin\": \"B0CYBR1TDN\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Thu, May 1 Only 12 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 7 left in stock - order soon.\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM Only 18 left in stock - order soon.\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.49\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n {\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Upgrade Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DYNQNXGL\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery May 1 - 2\"},\n {\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.27\", \"delivery\": \"FREE delivery Wed, May 7 Or fastest delivery Mon, Apr 28\"},\n {\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 11 left in stock - order soon.\"},\n {\"title\": \"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DY76GVP5\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n {\"title\": \"14 Lengths Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630, Beard Trimmer Attachment\", \"asin\": \"B0DPHR4PLP\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MEROM One Blade QP2630 Charger Compatible with Philips HQ850 Power Cord, Replacement for Norelco Oneblade Trimmer Charging Cord QP2530 QP2630, 8V\", \"asin\": \"B087FW62SM\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Hard Travel Case for One Blade Hybrid Electric Trimmer and Shaver 360 QP2520 QP2530 QP2620 QP2630 Can Extra Storage Replacement Heads Charging Cables Accessories Ideal for Business Travel\", \"asin\": \"B0D22RF1ZC\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:14:25.158Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"one blade replacement heads qp2630\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"ads\\\": [\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\\\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\\\",\\n \\\"asin\\\": \\\"B0CDQFVY1J\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\\\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\\\",\\n \\\"asin\\\": \\\"B0D1LGTTS6\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\\\\\" Rated 4.7 out of 5 stars by 4568 reviews. Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B0BNP56GKH\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\\\", \\\"asin\\\": \\\"B0F29LJLZV\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\\\", \\\"asin\\\": \\\"B0DYZX33W5\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\\\", \\\"asin\\\": \\\"B0DSKFSTMY\\\", \\\"price\\\": \\\"$32.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\\\", \\\"asin\\\": \\\"B0DSKF4Y7K\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\\\", \\\"asin\\\": \\\"B0F1CTYS34\\\", \\\"price\\\": \\\"$22.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\\\", \\\"asin\\\": \\\"B0C2J8XTYY\\\", \\\"price\\\": \\\"$31.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\\\", \\\"asin\\\": \\\"B0F29LJLZV\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\\\", \\\"asin\\\": \\\"B0DYZX33W5\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\\\", \\\"asin\\\": \\\"B0CDQFVY1J\\\", \\\"price\\\": \\\"$34.96\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\\\", \\\"asin\\\": \\\"B0DYZRJRWT\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\\\", \\\"asin\\\": \\\"B0DPCXX7PG\\\", \\\"price\\\": \\\"$28.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 6 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\\\u2026Models.\\\", \\\"asin\\\": \\\"B0DMVTPKDT\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Replacement Blade, for Philips Norelco One Blade QP25xx\\\\u3001QP26xx\\\\u3001QP27xx\\\\u3001QP28xx\\\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\\\", \\\"asin\\\": \\\"B0DT1JW691\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\\\u3001QP25xx\\\\u3001QP26xx\\\\u3001QP27xx\\\\u3001QP28xx\\\", \\\"asin\\\": \\\"B0DNW8363Z\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\\\", \\\"asin\\\": \\\"B0F1CTYS34\\\", \\\"price\\\": \\\"$22.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\\\", \\\"asin\\\": \\\"B0DYZRJRWT\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\\\", \\\"asin\\\": \\\"B0DSKFSTMY\\\", \\\"price\\\": \\\"$32.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\\\", \\\"asin\\\": \\\"B01C0EF2OC\\\", \\\"price\\\": \\\"$23.35\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\\\", \\\"asin\\\": \\\"B0F284X8G4\\\", \\\"price\\\": \\\"$9.98\\\", \\\"delivery\\\": \\\"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1\\\"},\\n {\\\"title\\\": \\\"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\\\u2026Models.\\\", \\\"asin\\\": \\\"B0DMVTPKDT\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\\\u2026Wet and Dry Shave\\\", \\\"asin\\\": \\\"B0DYVCP9VV\\\", \\\"price\\\": \\\"$26.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\\\", \\\"asin\\\": \\\"B0C9WQHLFG\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\\\u2026Models.\\\", \\\"asin\\\": \\\"B0F1XWV5CP\\\", \\\"price\\\": \\\"$22.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\\\", \\\"asin\\\": \\\"B0DSKF4Y7K\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\\\", \\\"asin\\\": \\\"B0F1JRSDX5\\\", \\\"price\\\": \\\"$17.77\\\", \\\"delivery\\\": \\\"FREE delivery Apr 28 - 29\\\"},\\n {\\\"title\\\": \\\"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\\\", \\\"asin\\\": \\\"B0DZ11BC84\\\", \\\"price\\\": \\\"$17.77\\\", \\\"delivery\\\": \\\"FREE delivery Apr 25 - 29 Only 7 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861\\\", \\\"asin\\\": \\\"B0D7C3FSMK\\\", \\\"price\\\": \\\"$18.00\\\", \\\"delivery\\\": \\\"FREE delivery Apr 30 - May 1Only 5 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\\\", \\\"asin\\\": \\\"B0CNSP7NQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\\\", \\\"asin\\\": \\\"B0F31VYW2W\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\\\", \\\"asin\\\": \\\"B0D3HPSLY6\\\", \\\"price\\\": \\\"$12.59\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\\\", \\\"asin\\\": \\\"B0DSJ23RQ9\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23 Only 11 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\\\u3001QP25xx\\\\u3001QP26xx\\\\u3001QP27xx\\\\u3001QP28xx\\\", \\\"asin\\\": \\\"B0DNW8363Z\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\\\", \\\"asin\\\": \\\"B08TVL7B8D\\\", \\\"price\\\": \\\"$7.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\\\", \\\"asin\\\": \\\"B0DPHJJ89C\\\", \\\"price\\\": \\\"$14.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\\\", \\\"asin\\\": \\\"B0CLWZ7MB2\\\", \\\"price\\\": \\\"$29.96\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\\\", \\\"asin\\\": \\\"B0F142YSM8\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\\\", \\\"asin\\\": \\\"B0F43B4GGY\\\", \\\"price\\\": \\\"$7.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Blade Adjustable Guards for Blade of Qp2520 Qp2530 Qp2620 Qp2630 Shaver, 14 Length Settings Optional from 0.4-10mm with 1 Skin Guard and 1 Body Comb\\\\uff0cCompatible for Philips Guards and Combs Set\\\", \\\"asin\\\": \\\"B0DR35NP62\\\", \\\"price\\\": \\\"$9.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"4Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\\\", \\\"asin\\\": \\\"B0F1F5YV5M\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\\\", \\\"asin\\\": \\\"B0DPCXX7PG\\\", \\\"price\\\": \\\"$28.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\\\", \\\"asin\\\": \\\"B0CVXRFT15\\\", \\\"price\\\": \\\"$32.35\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads, for Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\\\", \\\"asin\\\": \\\"B0DY75NNXT\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 29 - 30\\\"},\\n {\\\"title\\\": \\\"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\\\", \\\"asin\\\": \\\"B0DXF6SYVQ\\\", \\\"price\\\": \\\"$23.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\\\", \\\"asin\\\": \\\"B0DZSSYP85\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads - Compatible with Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\\\", \\\"asin\\\": \\\"B0CYBR1TDN\\\", \\\"price\\\": \\\"$14.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\\\", \\\"asin\\\": \\\"B0DB5QC41H\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery Thu, May 1 Only 12 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\\\", \\\"asin\\\": \\\"B0DPCZ396S\\\", \\\"price\\\": \\\"$21.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 7 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\\\", \\\"asin\\\": \\\"B0DY7GC9WT\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM Only 18 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\\\", \\\"asin\\\": \\\"B09FNW8TVT\\\", \\\"price\\\": \\\"$36.49\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\\\", \\\"asin\\\": \\\"B0DY76TP1M\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 29 - 30\\\"},\\n {\\\"title\\\": \\\"DavMaRa OneBlade Replacement Razor Blade\\\", \\\"asin\\\": \\\"B0DTXZZPFX\\\", \\\"price\\\": \\\"$13.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"2025 Upgrade Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\\\", \\\"asin\\\": \\\"B0DYNQNXGL\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery May 1 - 2\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade 360 flex blade, 3 pack\\\", \\\"asin\\\": \\\"B0C9RVYMPK\\\", \\\"price\\\": \\\"$34.96\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\\\", \\\"asin\\\": \\\"B0CVXSK4D3\\\", \\\"price\\\": \\\"$34.27\\\", \\\"delivery\\\": \\\"FREE delivery Wed, May 7 Or fastest delivery Mon, Apr 28\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\\\", \\\"asin\\\": \\\"B07C336J4Q\\\", \\\"price\\\": \\\"$64.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\\\", \\\"asin\\\": \\\"B0DB5FWSD9\\\", \\\"price\\\": \\\"$24.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 11 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\\\", \\\"asin\\\": \\\"B0DY76GVP5\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 29 - 30\\\"},\\n {\\\"title\\\": \\\"14 Lengths Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630, Beard Trimmer Attachment\\\", \\\"asin\\\": \\\"B0DPHR4PLP\\\", \\\"price\\\": \\\"$9.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"MEROM One Blade QP2630 Charger Compatible with Philips HQ850 Power Cord, Replacement for Norelco Oneblade Trimmer Charging Cord QP2530 QP2630, 8V\\\", \\\"asin\\\": \\\"B087FW62SM\\\", \\\"price\\\": \\\"$7.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Hard Travel Case for One Blade Hybrid Electric Trimmer and Shaver 360 QP2520 QP2530 QP2620 QP2630 Can Extra Storage Replacement Heads Charging Cables Accessories Ideal for Business Travel\\\", \\\"asin\\\": \\\"B0D22RF1ZC\\\", \\\"price\\\": \\\"$8.49\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\\\", \\\"asin\\\": \\\"B0DC3YHRYJ\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:14:25.158Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click_product"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"B0C2J8XTYY"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:14:25.158Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":964,"string":"964"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:14:25.158Z"},"extra_info.answer.action":{"kind":"string","value":"click_product"},"extra_info.answer.action_argument":{"kind":"string","value":"B0C2J8XTYY"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads qp2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0CDQFVY1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0D1LGTTS6\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4568 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNP56GKH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 6 left in stock - order soon.\"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1\"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 28 - 29\"},\n {\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 7 left in stock - order soon.\"},\n {\"title\": \"3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861\", \"asin\": \"B0D7C3FSMK\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 30 - May 1Only 5 left in stock - order soon.\"},\n {\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23 Only 11 left in stock - order soon.\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Blade Adjustable Guards for Blade of Qp2520 Qp2530 Qp2620 Qp2630 Shaver, 14 Length Settings Optional from 0.4-10mm with 1 Skin Guard and 1 Body Comb\\uff0cCompatible for Philips Guards and Combs Set\", \"asin\": \"B0DR35NP62\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\"},\n {\"title\": \"4Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F1F5YV5M\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon.\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads, for Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\", \"asin\": \"B0DY75NNXT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n {\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads - Compatible with Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\", \"asin\": \"B0CYBR1TDN\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Thu, May 1 Only 12 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 7 left in stock - order soon.\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM Only 18 left in stock - order soon.\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.49\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n {\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Upgrade Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DYNQNXGL\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery May 1 - 2\"},\n {\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.27\", \"delivery\": \"FREE delivery Wed, May 7 Or fastest delivery Mon, Apr 28\"},\n {\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 11 left in stock - order soon.\"},\n {\"title\": \"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DY76GVP5\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n {\"title\": \"14 Lengths Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630, Beard Trimmer Attachment\", \"asin\": \"B0DPHR4PLP\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MEROM One Blade QP2630 Charger Compatible with Philips HQ850 Power Cord, Replacement for Norelco Oneblade Trimmer Charging Cord QP2530 QP2630, 8V\", \"asin\": \"B087FW62SM\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Hard Travel Case for One Blade Hybrid Electric Trimmer and Shaver 360 QP2520 QP2530 QP2620 QP2630 Can Extra Storage Replacement Heads Charging Cables Accessories Ideal for Business Travel\", \"asin\": \"B0D22RF1ZC\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:14:25.158Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click_product B0C2J8XTYY \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click_product B0C2J8XTYY \",\n \"index\": 964,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"one blade replacement heads qp2630\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"ads\\\": [\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\\\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\\\",\\n \\\"asin\\\": \\\"B0CDQFVY1J\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\\\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\\\",\\n \\\"asin\\\": \\\"B0D1LGTTS6\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\\\\\" Rated 4.7 out of 5 stars by 4568 reviews. Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B0BNP56GKH\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\\\", \\\"asin\\\": \\\"B0F29LJLZV\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\\\", \\\"asin\\\": \\\"B0DYZX33W5\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\\\", \\\"asin\\\": \\\"B0DSKFSTMY\\\", \\\"price\\\": \\\"$32.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\\\", \\\"asin\\\": \\\"B0DSKF4Y7K\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\\\", \\\"asin\\\": \\\"B0F1CTYS34\\\", \\\"price\\\": \\\"$22.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\\\", \\\"asin\\\": \\\"B0C2J8XTYY\\\", \\\"price\\\": \\\"$31.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\\\", \\\"asin\\\": \\\"B0F29LJLZV\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\\\", \\\"asin\\\": \\\"B0DYZX33W5\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\\\", \\\"asin\\\": \\\"B0CDQFVY1J\\\", \\\"price\\\": \\\"$34.96\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\\\", \\\"asin\\\": \\\"B0DYZRJRWT\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\\\", \\\"asin\\\": \\\"B0DPCXX7PG\\\", \\\"price\\\": \\\"$28.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 6 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\\\u2026Models.\\\", \\\"asin\\\": \\\"B0DMVTPKDT\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Replacement Blade, for Philips Norelco One Blade QP25xx\\\\u3001QP26xx\\\\u3001QP27xx\\\\u3001QP28xx\\\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\\\", \\\"asin\\\": \\\"B0DT1JW691\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\\\u3001QP25xx\\\\u3001QP26xx\\\\u3001QP27xx\\\\u3001QP28xx\\\", \\\"asin\\\": \\\"B0DNW8363Z\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\\\", \\\"asin\\\": \\\"B0F1CTYS34\\\", \\\"price\\\": \\\"$22.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\\\", \\\"asin\\\": \\\"B0DYZRJRWT\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\\\", \\\"asin\\\": \\\"B0DSKFSTMY\\\", \\\"price\\\": \\\"$32.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\\\", \\\"asin\\\": \\\"B01C0EF2OC\\\", \\\"price\\\": \\\"$23.35\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\\\", \\\"asin\\\": \\\"B0F284X8G4\\\", \\\"price\\\": \\\"$9.98\\\", \\\"delivery\\\": \\\"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1\\\"},\\n {\\\"title\\\": \\\"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\\\u2026Models.\\\", \\\"asin\\\": \\\"B0DMVTPKDT\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\\\u2026Wet and Dry Shave\\\", \\\"asin\\\": \\\"B0DYVCP9VV\\\", \\\"price\\\": \\\"$26.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\\\", \\\"asin\\\": \\\"B0C9WQHLFG\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\\\u2026Models.\\\", \\\"asin\\\": \\\"B0F1XWV5CP\\\", \\\"price\\\": \\\"$22.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\\\", \\\"asin\\\": \\\"B0DSKF4Y7K\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\\\", \\\"asin\\\": \\\"B0F1JRSDX5\\\", \\\"price\\\": \\\"$17.77\\\", \\\"delivery\\\": \\\"FREE delivery Apr 28 - 29\\\"},\\n {\\\"title\\\": \\\"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\\\", \\\"asin\\\": \\\"B0DZ11BC84\\\", \\\"price\\\": \\\"$17.77\\\", \\\"delivery\\\": \\\"FREE delivery Apr 25 - 29 Only 7 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861\\\", \\\"asin\\\": \\\"B0D7C3FSMK\\\", \\\"price\\\": \\\"$18.00\\\", \\\"delivery\\\": \\\"FREE delivery Apr 30 - May 1Only 5 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\\\", \\\"asin\\\": \\\"B0CNSP7NQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\\\", \\\"asin\\\": \\\"B0F31VYW2W\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\\\", \\\"asin\\\": \\\"B0D3HPSLY6\\\", \\\"price\\\": \\\"$12.59\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\\\", \\\"asin\\\": \\\"B0DSJ23RQ9\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23 Only 11 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\\\u3001QP25xx\\\\u3001QP26xx\\\\u3001QP27xx\\\\u3001QP28xx\\\", \\\"asin\\\": \\\"B0DNW8363Z\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\\\", \\\"asin\\\": \\\"B08TVL7B8D\\\", \\\"price\\\": \\\"$7.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\\\", \\\"asin\\\": \\\"B0DPHJJ89C\\\", \\\"price\\\": \\\"$14.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\\\", \\\"asin\\\": \\\"B0CLWZ7MB2\\\", \\\"price\\\": \\\"$29.96\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\\\", \\\"asin\\\": \\\"B0F142YSM8\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\\\", \\\"asin\\\": \\\"B0F43B4GGY\\\", \\\"price\\\": \\\"$7.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Blade Adjustable Guards for Blade of Qp2520 Qp2530 Qp2620 Qp2630 Shaver, 14 Length Settings Optional from 0.4-10mm with 1 Skin Guard and 1 Body Comb\\\\uff0cCompatible for Philips Guards and Combs Set\\\", \\\"asin\\\": \\\"B0DR35NP62\\\", \\\"price\\\": \\\"$9.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"4Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\\\", \\\"asin\\\": \\\"B0F1F5YV5M\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\\\", \\\"asin\\\": \\\"B0DPCXX7PG\\\", \\\"price\\\": \\\"$28.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\\\", \\\"asin\\\": \\\"B0CVXRFT15\\\", \\\"price\\\": \\\"$32.35\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads, for Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\\\", \\\"asin\\\": \\\"B0DY75NNXT\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 29 - 30\\\"},\\n {\\\"title\\\": \\\"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\\\", \\\"asin\\\": \\\"B0DXF6SYVQ\\\", \\\"price\\\": \\\"$23.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\\\", \\\"asin\\\": \\\"B0DZSSYP85\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads - Compatible with Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\\\", \\\"asin\\\": \\\"B0CYBR1TDN\\\", \\\"price\\\": \\\"$14.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\\\", \\\"asin\\\": \\\"B0DB5QC41H\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery Thu, May 1 Only 12 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\\\", \\\"asin\\\": \\\"B0DPCZ396S\\\", \\\"price\\\": \\\"$21.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 7 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\\\", \\\"asin\\\": \\\"B0DY7GC9WT\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM Only 18 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\\\", \\\"asin\\\": \\\"B09FNW8TVT\\\", \\\"price\\\": \\\"$36.49\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\\\", \\\"asin\\\": \\\"B0DY76TP1M\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 29 - 30\\\"},\\n {\\\"title\\\": \\\"DavMaRa OneBlade Replacement Razor Blade\\\", \\\"asin\\\": \\\"B0DTXZZPFX\\\", \\\"price\\\": \\\"$13.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"2025 Upgrade Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\\\", \\\"asin\\\": \\\"B0DYNQNXGL\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery May 1 - 2\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade 360 flex blade, 3 pack\\\", \\\"asin\\\": \\\"B0C9RVYMPK\\\", \\\"price\\\": \\\"$34.96\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\\\", \\\"asin\\\": \\\"B0CVXSK4D3\\\", \\\"price\\\": \\\"$34.27\\\", \\\"delivery\\\": \\\"FREE delivery Wed, May 7 Or fastest delivery Mon, Apr 28\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\\\", \\\"asin\\\": \\\"B07C336J4Q\\\", \\\"price\\\": \\\"$64.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\\\", \\\"asin\\\": \\\"B0DB5FWSD9\\\", \\\"price\\\": \\\"$24.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 11 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\\\", \\\"asin\\\": \\\"B0DY76GVP5\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 29 - 30\\\"},\\n {\\\"title\\\": \\\"14 Lengths Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630, Beard Trimmer Attachment\\\", \\\"asin\\\": \\\"B0DPHR4PLP\\\", \\\"price\\\": \\\"$9.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"MEROM One Blade QP2630 Charger Compatible with Philips HQ850 Power Cord, Replacement for Norelco Oneblade Trimmer Charging Cord QP2530 QP2630, 8V\\\", \\\"asin\\\": \\\"B087FW62SM\\\", \\\"price\\\": \\\"$7.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Hard Travel Case for One Blade Hybrid Electric Trimmer and Shaver 360 QP2520 QP2530 QP2620 QP2630 Can Extra Storage Replacement Heads Charging Cables Accessories Ideal for Business Travel\\\", \\\"asin\\\": \\\"B0D22RF1ZC\\\", \\\"price\\\": \\\"$8.49\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\\\", \\\"asin\\\": \\\"B0DC3YHRYJ\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":965,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads qp2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C2J8XTYY\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"\n},\n {\n \"price\": \"$31.99\"\n},\n {\n \"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of 3 /Face Body Kit\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$31.99\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:14:40.358Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"one blade replacement heads qp2630\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0C2J8XTYY\\\"\\n},\\n {\\n \\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\\\"\\n},\\n {\\n \\\"price\\\": \\\"$31.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Style\\\": \\\"Pack of 3 /Face Body Kit\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\\\", \\\"asin\\\": \\\"B0DYZX33W5\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\\\", \\\"asin\\\": \\\"B0DSJ23RQ9\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\\\", \\\"asin\\\": \\\"B0CDQFVY1J\\\", \\\"price\\\": \\\"$34.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\\\", \\\"asin\\\": \\\"B0DPKXK5P5\\\", \\\"price\\\": \\\"$16.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\\\", \\\"asin\\\": \\\"B0DNW8363Z\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\\\", \\\"asin\\\": \\\"B0F29LJLZV\\\", \\\"price\\\": \\\"$16.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\\\", \\\"asin\\\": \\\"B0DYZX33W5\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\\\", \\\"asin\\\": \\\"B0DPKXK5P5\\\", \\\"price\\\": \\\"$16.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\\\", \\\"asin\\\": \\\"B0DSJ23RQ9\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\\\", \\\"asin\\\": \\\"B0F29LJLZV\\\", \\\"price\\\": \\\"$16.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\\\", \\\"asin\\\": \\\"B0CDQFVY1J\\\", \\\"price\\\": \\\"$34.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\\\", \\\"asin\\\": \\\"B0DNW8363Z\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\\\", \\\"asin\\\": \\\"B0C2J8XTYY\\\", \\\"price\\\": \\\"$31.99\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\\\", \\\"asin\\\": \\\"B0743KVCJC\\\", \\\"price\\\": \\\"$32.95\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\"},\\n {\\\"title\\\": \\\"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\\\u2026Wet and Dry Shave\\\", \\\"asin\\\": \\\"B0DYVCP9VV\\\", \\\"price\\\": \\\"$26.99\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\\\", \\\"asin\\\": \\\"B01C0EF2OC\\\", \\\"price\\\": \\\"$23.35\\\"},\\n {\\\"title\\\": \\\"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\\\", \\\"asin\\\": \\\"B0CVXRFT15\\\", \\\"price\\\": \\\"$32.35\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:14:40.358Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"other"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:14:40.358Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":965,"string":"965"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:14:40.358Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"other"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads qp2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C2J8XTYY\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"\n},\n {\n \"price\": \"$31.99\"\n},\n {\n \"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of 3 /Face Body Kit\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$31.99\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:14:40.358Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click other \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click other \",\n \"index\": 965,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"one blade replacement heads qp2630\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0C2J8XTYY\\\"\\n},\\n {\\n \\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\\\"\\n},\\n {\\n \\\"price\\\": \\\"$31.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Style\\\": \\\"Pack of 3 /Face Body Kit\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\\\", \\\"asin\\\": \\\"B0DYZX33W5\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\\\", \\\"asin\\\": \\\"B0DSJ23RQ9\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\\\", \\\"asin\\\": \\\"B0CDQFVY1J\\\", \\\"price\\\": \\\"$34.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\\\", \\\"asin\\\": \\\"B0DPKXK5P5\\\", \\\"price\\\": \\\"$16.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\\\", \\\"asin\\\": \\\"B0DNW8363Z\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\\\", \\\"asin\\\": \\\"B0F29LJLZV\\\", \\\"price\\\": \\\"$16.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\\\", \\\"asin\\\": \\\"B0DYZX33W5\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\\\", \\\"asin\\\": \\\"B0DPKXK5P5\\\", \\\"price\\\": \\\"$16.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\\\", \\\"asin\\\": \\\"B0DSJ23RQ9\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\\\", \\\"asin\\\": \\\"B0F29LJLZV\\\", \\\"price\\\": \\\"$16.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\\\", \\\"asin\\\": \\\"B0CDQFVY1J\\\", \\\"price\\\": \\\"$34.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\\\", \\\"asin\\\": \\\"B0DNW8363Z\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\\\", \\\"asin\\\": \\\"B0C2J8XTYY\\\", \\\"price\\\": \\\"$31.99\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\\\", \\\"asin\\\": \\\"B0743KVCJC\\\", \\\"price\\\": \\\"$32.95\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\"},\\n {\\\"title\\\": \\\"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\\\u2026Wet and Dry Shave\\\", \\\"asin\\\": \\\"B0DYVCP9VV\\\", \\\"price\\\": \\\"$26.99\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\\\", \\\"asin\\\": \\\"B01C0EF2OC\\\", \\\"price\\\": \\\"$23.35\\\"},\\n {\\\"title\\\": \\\"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\\\", \\\"asin\\\": \\\"B0CVXRFT15\\\", \\\"price\\\": \\\"$32.35\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":966,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"a\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\", \"asin\": \"B011SDXGYE\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\", \"asin\": \"B09B18SW3Y\", \"price\": \"$7.96\", \"quantity\": \"\"},\n {\"title\": \"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\", \"asin\": \"B09VB9CWN9\", \"price\": \"$16.12\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:16:49.069Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"a\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\\\", \\\"asin\\\": \\\"B0795XF6MS\\\", \\\"price\\\": \\\"$26.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\\\", \\\"asin\\\": \\\"B0CLWZ7MB2\\\", \\\"price\\\": \\\"$29.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\\\", \\\"asin\\\": \\\"B011SDXGYE\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\\\", \\\"asin\\\": \\\"B074K5BDJL\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\\\", \\\"asin\\\": \\\"B0CDQFVY1J\\\", \\\"price\\\": \\\"$34.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\\\", \\\"asin\\\": \\\"B09B18SW3Y\\\", \\\"price\\\": \\\"$7.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\\\", \\\"asin\\\": \\\"B09VB9CWN9\\\", \\\"price\\\": \\\"$16.12\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\\\", \\\"asin\\\": \\\"B0BZQTSBWZ\\\", \\\"price\\\": \\\"$37.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\\\", \\\"asin\\\": \\\"B0BZDPFH45\\\", \\\"price\\\": \\\"$49.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"B0CLWH333W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\\\", \\\"asin\\\": \\\"B0001XLSUW\\\", \\\"price\\\": \\\"$26.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\\\", \\\"asin\\\": \\\"B0C4ZXFSR8\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\\\", \\\"asin\\\": \\\"B00UCTC6H4\\\", \\\"price\\\": \\\"$23.00\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:16:49.069Z"},"reward_model.ground_truth.action":{"kind":"string","value":"input"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"auto card "},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:16:49.069Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":966,"string":"966"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:16:49.069Z"},"extra_info.answer.action":{"kind":"string","value":"input"},"extra_info.answer.action_argument":{"kind":"string","value":"auto card "},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"a\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\", \"asin\": \"B011SDXGYE\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\", \"asin\": \"B09B18SW3Y\", \"price\": \"$7.96\", \"quantity\": \"\"},\n {\"title\": \"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\", \"asin\": \"B09VB9CWN9\", \"price\": \"$16.12\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:16:49.069Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"input auto card \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"input auto card \",\n \"index\": 966,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"a\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\\\", \\\"asin\\\": \\\"B0795XF6MS\\\", \\\"price\\\": \\\"$26.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\\\", \\\"asin\\\": \\\"B0CLWZ7MB2\\\", \\\"price\\\": \\\"$29.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\\\", \\\"asin\\\": \\\"B011SDXGYE\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\\\", \\\"asin\\\": \\\"B074K5BDJL\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\\\", \\\"asin\\\": \\\"B0CDQFVY1J\\\", \\\"price\\\": \\\"$34.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\\\", \\\"asin\\\": \\\"B09B18SW3Y\\\", \\\"price\\\": \\\"$7.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\\\", \\\"asin\\\": \\\"B09VB9CWN9\\\", \\\"price\\\": \\\"$16.12\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\\\", \\\"asin\\\": \\\"B0BZQTSBWZ\\\", \\\"price\\\": \\\"$37.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\\\", \\\"asin\\\": \\\"B0BZDPFH45\\\", \\\"price\\\": \\\"$49.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"B0CLWH333W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\\\", \\\"asin\\\": \\\"B0001XLSUW\\\", \\\"price\\\": \\\"$26.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\\\", \\\"asin\\\": \\\"B0C4ZXFSR8\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\\\", \\\"asin\\\": \\\"B00UCTC6H4\\\", \\\"price\\\": \\\"$23.00\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":967,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card \"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\", \"asin\": \"B011SDXGYE\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\", \"asin\": \"B09B18SW3Y\", \"price\": \"$7.96\", \"quantity\": \"\"},\n {\"title\": \"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\", \"asin\": \"B09VB9CWN9\", \"price\": \"$16.12\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:16:49.079Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"auto card \\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\\\", \\\"asin\\\": \\\"B0795XF6MS\\\", \\\"price\\\": \\\"$26.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\\\", \\\"asin\\\": \\\"B0CLWZ7MB2\\\", \\\"price\\\": \\\"$29.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\\\", \\\"asin\\\": \\\"B011SDXGYE\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\\\", \\\"asin\\\": \\\"B074K5BDJL\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\\\", \\\"asin\\\": \\\"B0CDQFVY1J\\\", \\\"price\\\": \\\"$34.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\\\", \\\"asin\\\": \\\"B09B18SW3Y\\\", \\\"price\\\": \\\"$7.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\\\", \\\"asin\\\": \\\"B09VB9CWN9\\\", \\\"price\\\": \\\"$16.12\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\\\", \\\"asin\\\": \\\"B0BZQTSBWZ\\\", \\\"price\\\": \\\"$37.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\\\", \\\"asin\\\": \\\"B0BZDPFH45\\\", \\\"price\\\": \\\"$49.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"B0CLWH333W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\\\", \\\"asin\\\": \\\"B0001XLSUW\\\", \\\"price\\\": \\\"$26.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\\\", \\\"asin\\\": \\\"B0C4ZXFSR8\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\\\", \\\"asin\\\": \\\"B00UCTC6H4\\\", \\\"price\\\": \\\"$23.00\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:16:49.079Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"suggested_term"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:16:49.079Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":967,"string":"967"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:16:49.079Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"suggested_term"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card \"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\", \"asin\": \"B011SDXGYE\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\", \"asin\": \"B09B18SW3Y\", \"price\": \"$7.96\", \"quantity\": \"\"},\n {\"title\": \"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\", \"asin\": \"B09VB9CWN9\", \"price\": \"$16.12\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:16:49.079Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click suggested_term \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click suggested_term \",\n \"index\": 967,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"auto card \\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\\\", \\\"asin\\\": \\\"B0795XF6MS\\\", \\\"price\\\": \\\"$26.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\\\", \\\"asin\\\": \\\"B0CLWZ7MB2\\\", \\\"price\\\": \\\"$29.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\\\", \\\"asin\\\": \\\"B011SDXGYE\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\\\", \\\"asin\\\": \\\"B074K5BDJL\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\\\", \\\"asin\\\": \\\"B0CDQFVY1J\\\", \\\"price\\\": \\\"$34.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\\\", \\\"asin\\\": \\\"B09B18SW3Y\\\", \\\"price\\\": \\\"$7.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\\\", \\\"asin\\\": \\\"B09VB9CWN9\\\", \\\"price\\\": \\\"$16.12\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"B0BNP56GKH\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\\\", \\\"asin\\\": \\\"B0BZQTSBWZ\\\", \\\"price\\\": \\\"$37.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\\\", \\\"asin\\\": \\\"B0BZDPFH45\\\", \\\"price\\\": \\\"$49.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"B0CLWH333W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\\\", \\\"asin\\\": \\\"B0001XLSUW\\\", \\\"price\\\": \\\"$26.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\\\", \\\"asin\\\": \\\"B0C4ZXFSR8\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\\\", \\\"asin\\\": \\\"B00UCTC6H4\\\", \\\"price\\\": \\\"$23.00\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":968,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10 \", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\",\n \"asin\": \"B0D7H887TF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\", \"asin\": \"B0DJVF83WC\", \"price\": \"$40.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS63SV5L\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYFFYP2\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\", \"asin\": \"B0DC6LR6RF\", \"price\": \"$69.99\", \"delivery\": \"$10 delivery Apr 24 - 28\"},\n {\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\", \"asin\": \"B0D22P6JBQ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:17:28.614Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"auto card shuffler any size\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \\\", \\\"asin\\\": \\\"B0DTHXJRRT\\\", \\\"price\\\": \\\"$37.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \\\", \\\"asin\\\": \\\"B0DLKXGFLJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \\\", \\\"asin\\\": \\\"B0D7H887TF\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\\\u00b0/180\\\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \\\", \\\"asin\\\": \\\"B0DF7KXF87\\\", \\\"price\\\": \\\"$139.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \\\", \\\"asin\\\": \\\"B0DJQXV11B\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10 \\\", \\\"asin\\\": \\\"B0DGL2MW6F\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \\\", \\\"asin\\\": \\\"B0DTHXJRRT\\\", \\\"price\\\": \\\"$37.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"ads\\\": [\\n {\\n \\\"title\\\": \\\"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\",\\n \\\"asin\\\": \\\"B0D7H887TF\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0DS5X688R\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DM81D58J\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZLXQY2\\\", \\\"price\\\": \\\"$11.38\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B0D9W5T7J1\\\", \\\"price\\\": \\\"$17.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\\\", \\\"asin\\\": \\\"B0CYWW1JN6\\\", \\\"price\\\": \\\"$11.37\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0D7H887TF\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DTHXJRRT\\\", \\\"price\\\": \\\"$37.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\\\", \\\"asin\\\": \\\"B0DXD2QTNJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DTHXJRRT\\\", \\\"price\\\": \\\"$37.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\\\", \\\"asin\\\": \\\"B0DLKXGFLJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZLXQY2\\\", \\\"price\\\": \\\"$11.38\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DM81D58J\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\\\", \\\"asin\\\": \\\"B0DJVF83WC\\\", \\\"price\\\": \\\"$40.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\\\", \\\"asin\\\": \\\"B0DC563MTV\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\\\", \\\"asin\\\": \\\"B0CYCP2GWL\\\", \\\"price\\\": \\\"$28.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\\\", \\\"asin\\\": \\\"B0DGX3SWQ9\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0D7H887TF\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Trademark Poker Card Shuffler\\\", \\\"asin\\\": \\\"B000HMNQUW\\\", \\\"price\\\": \\\"$7.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\\\u00b0/180\\\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\\\", \\\"asin\\\": \\\"B0DF7KXF87\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\\\", \\\"asin\\\": \\\"B0D1CCL8SZ\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\\\", \\\"asin\\\": \\\"B0DGG6ZTC3\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\\\u00b0/180\\\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\\\", \\\"asin\\\": \\\"B0DF7KXF87\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\\\", \\\"asin\\\": \\\"B0DLKXGFLJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\\\", \\\"asin\\\": \\\"B09GBHDRR7\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\\\", \\\"asin\\\": \\\"B0DT77PTFJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\\\", \\\"asin\\\": \\\"B0DS63SV5L\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\\\", \\\"asin\\\": \\\"B0DGL2MW6F\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\\\uff08Black\\\\uff09\\\", \\\"asin\\\": \\\"B0D5V855G6\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0DS5X688R\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\\\", \\\"asin\\\": \\\"B0DLWGYZ5R\\\", \\\"price\\\": \\\"$21.17\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\\\", \\\"asin\\\": \\\"B0DLB5KFZ4\\\", \\\"price\\\": \\\"$20.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\\\", \\\"asin\\\": \\\"B0CGZVNHN6\\\", \\\"price\\\": \\\"$27.54\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\\\", \\\"asin\\\": \\\"B0DCYFFYP2\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\\\", \\\"asin\\\": \\\"B0DNJPRFHN\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\\\", \\\"asin\\\": \\\"B0DGLGSY53\\\", \\\"price\\\": \\\"$22.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DT6TQNZR\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\\\", \\\"asin\\\": \\\"B09YMWDM3Z\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\\\", \\\"asin\\\": \\\"B0DN5Q38B7\\\", \\\"price\\\": \\\"$21.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\\\", \\\"asin\\\": \\\"B0BYYMQNQV\\\", \\\"price\\\": \\\"$25.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0DDZ6V3X7\\\", \\\"price\\\": \\\"$39.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\\\", \\\"asin\\\": \\\"B0DXD2QTNJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\\\", \\\"asin\\\": \\\"B0DC6LR6RF\\\", \\\"price\\\": \\\"$69.99\\\", \\\"delivery\\\": \\\"$10 delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\\\", \\\"asin\\\": \\\"B0DNSQSSXV\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\\\", \\\"asin\\\": \\\"B0D22P6JBQ\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\\\", \\\"asin\\\": \\\"B0B34YR888\\\", \\\"price\\\": \\\"$9.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\\\u00b0/180\\\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\\\", \\\"asin\\\": \\\"B0D2K53MSC\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\\\", \\\"asin\\\": \\\"B08NHM1BBC\\\", \\\"price\\\": \\\"$23.48\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\\\", \\\"asin\\\": \\\"B0DGX3SWQ9\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B0DTP3WPVC\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\\\", \\\"asin\\\": \\\"B0DXP4JK8Q\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\\\", \\\"asin\\\": \\\"B0CYCP2GWL\\\", \\\"price\\\": \\\"$28.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B0DJQXV11B\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\\\", \\\"asin\\\": \\\"B0DC563MTV\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FILFEEL Manual Card Shuffler, 1\\\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\\\", \\\"asin\\\": \\\"B09C8SBZCW\\\", \\\"price\\\": \\\"$20.51\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\\\", \\\"asin\\\": \\\"B0DBMY1DSD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:17:28.614Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click_product"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"B09Q69K331"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:17:28.614Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":968,"string":"968"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:17:28.614Z"},"extra_info.answer.action":{"kind":"string","value":"click_product"},"extra_info.answer.action_argument":{"kind":"string","value":"B09Q69K331"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10 \", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\",\n \"asin\": \"B0D7H887TF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\", \"asin\": \"B0DJVF83WC\", \"price\": \"$40.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS63SV5L\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYFFYP2\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\", \"asin\": \"B0DC6LR6RF\", \"price\": \"$69.99\", \"delivery\": \"$10 delivery Apr 24 - 28\"},\n {\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\", \"asin\": \"B0D22P6JBQ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:17:28.614Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click_product B09Q69K331 \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click_product B09Q69K331 \",\n \"index\": 968,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"auto card shuffler any size\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \\\", \\\"asin\\\": \\\"B0DTHXJRRT\\\", \\\"price\\\": \\\"$37.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \\\", \\\"asin\\\": \\\"B0DLKXGFLJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \\\", \\\"asin\\\": \\\"B0D7H887TF\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\\\u00b0/180\\\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \\\", \\\"asin\\\": \\\"B0DF7KXF87\\\", \\\"price\\\": \\\"$139.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \\\", \\\"asin\\\": \\\"B0DJQXV11B\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10 \\\", \\\"asin\\\": \\\"B0DGL2MW6F\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \\\", \\\"asin\\\": \\\"B0DTHXJRRT\\\", \\\"price\\\": \\\"$37.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"ads\\\": [\\n {\\n \\\"title\\\": \\\"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\",\\n \\\"asin\\\": \\\"B0D7H887TF\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0DS5X688R\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DM81D58J\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZLXQY2\\\", \\\"price\\\": \\\"$11.38\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B0D9W5T7J1\\\", \\\"price\\\": \\\"$17.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\\\", \\\"asin\\\": \\\"B0CYWW1JN6\\\", \\\"price\\\": \\\"$11.37\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0D7H887TF\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DTHXJRRT\\\", \\\"price\\\": \\\"$37.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\\\", \\\"asin\\\": \\\"B0DXD2QTNJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DTHXJRRT\\\", \\\"price\\\": \\\"$37.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\\\", \\\"asin\\\": \\\"B0DLKXGFLJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZLXQY2\\\", \\\"price\\\": \\\"$11.38\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DM81D58J\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\\\", \\\"asin\\\": \\\"B0DJVF83WC\\\", \\\"price\\\": \\\"$40.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\\\", \\\"asin\\\": \\\"B0DC563MTV\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\\\", \\\"asin\\\": \\\"B0CYCP2GWL\\\", \\\"price\\\": \\\"$28.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\\\", \\\"asin\\\": \\\"B0DGX3SWQ9\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0D7H887TF\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Trademark Poker Card Shuffler\\\", \\\"asin\\\": \\\"B000HMNQUW\\\", \\\"price\\\": \\\"$7.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\\\u00b0/180\\\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\\\", \\\"asin\\\": \\\"B0DF7KXF87\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\\\", \\\"asin\\\": \\\"B0D1CCL8SZ\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\\\", \\\"asin\\\": \\\"B0DGG6ZTC3\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\\\u00b0/180\\\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\\\", \\\"asin\\\": \\\"B0DF7KXF87\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\\\", \\\"asin\\\": \\\"B0DLKXGFLJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\\\", \\\"asin\\\": \\\"B09GBHDRR7\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\\\", \\\"asin\\\": \\\"B0DT77PTFJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\\\", \\\"asin\\\": \\\"B0DS63SV5L\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\\\", \\\"asin\\\": \\\"B0DGL2MW6F\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\\\uff08Black\\\\uff09\\\", \\\"asin\\\": \\\"B0D5V855G6\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0DS5X688R\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\\\", \\\"asin\\\": \\\"B0DLWGYZ5R\\\", \\\"price\\\": \\\"$21.17\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\\\", \\\"asin\\\": \\\"B0DLB5KFZ4\\\", \\\"price\\\": \\\"$20.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\\\", \\\"asin\\\": \\\"B0CGZVNHN6\\\", \\\"price\\\": \\\"$27.54\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\\\", \\\"asin\\\": \\\"B0DCYFFYP2\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\\\", \\\"asin\\\": \\\"B0DNJPRFHN\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\\\", \\\"asin\\\": \\\"B0DGLGSY53\\\", \\\"price\\\": \\\"$22.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DT6TQNZR\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\\\", \\\"asin\\\": \\\"B09YMWDM3Z\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\\\", \\\"asin\\\": \\\"B0DN5Q38B7\\\", \\\"price\\\": \\\"$21.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\\\", \\\"asin\\\": \\\"B0BYYMQNQV\\\", \\\"price\\\": \\\"$25.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0DDZ6V3X7\\\", \\\"price\\\": \\\"$39.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\\\", \\\"asin\\\": \\\"B0DXD2QTNJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\\\", \\\"asin\\\": \\\"B0DC6LR6RF\\\", \\\"price\\\": \\\"$69.99\\\", \\\"delivery\\\": \\\"$10 delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\\\", \\\"asin\\\": \\\"B0DNSQSSXV\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\\\", \\\"asin\\\": \\\"B0D22P6JBQ\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\\\", \\\"asin\\\": \\\"B0B34YR888\\\", \\\"price\\\": \\\"$9.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\\\u00b0/180\\\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\\\", \\\"asin\\\": \\\"B0D2K53MSC\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\\\", \\\"asin\\\": \\\"B08NHM1BBC\\\", \\\"price\\\": \\\"$23.48\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\\\", \\\"asin\\\": \\\"B0DGX3SWQ9\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B0DTP3WPVC\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\\\", \\\"asin\\\": \\\"B0DXP4JK8Q\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\\\", \\\"asin\\\": \\\"B0CYCP2GWL\\\", \\\"price\\\": \\\"$28.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B0DJQXV11B\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\\\", \\\"asin\\\": \\\"B0DC563MTV\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FILFEEL Manual Card Shuffler, 1\\\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\\\", \\\"asin\\\": \\\"B09C8SBZCW\\\", \\\"price\\\": \\\"$20.51\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\\\", \\\"asin\\\": \\\"B0DBMY1DSD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":969,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-2 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n {\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n {\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n {\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n {\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:17:36.373Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"auto card shuffler any size\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B09Q69K331\\\"\\n},\\n {\\n \\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\"\\n},\\n {\\n \\\"price\\\": \\\"$11.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"\\\\u3010Card shuffler 2 deck\\\\u3011\\\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\\\u3010Fits for various card game\\\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\\\u3010Dimensions in inches\\\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\\\u3010Easy to use\\\\u3011 - Firstly,insert 4 AA batteries\\\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\\\u3010Replacement service\\\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Color\\\": \\\"1-2 Decks\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\\\", \\\"asin\\\": \\\"5b96e2e8\\\", \\\"price\\\": \\\"$14.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\\\", \\\"asin\\\": \\\"d25d526d\\\", \\\"price\\\": \\\"$9.25\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"University Games Go Low Card Game Small\\\", \\\"asin\\\": \\\"2de48778\\\", \\\"price\\\": \\\"$7.30\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\\\", \\\"asin\\\": \\\"d25d526d\\\", \\\"price\\\": \\\"$15.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\\\u2019s Paddle, 7 Answer Paddles\\\", \\\"asin\\\": \\\"2de48778\\\", \\\"price\\\": \\\"$17.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\\\", \\\"asin\\\": \\\"ada6e9b0\\\", \\\"price\\\": \\\"$17.49\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\\\", \\\"asin\\\": \\\"B0CYWW1JN6\\\", \\\"price\\\": \\\"$11.37\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZLXQY2\\\", \\\"price\\\": \\\"$11.38\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\\\", \\\"asin\\\": \\\"B09VNSN7GD\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\\\u00b0...\\\", \\\"asin\\\": \\\"B0DCYM3YG6\\\", \\\"price\\\": \\\"$139.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\\\", \\\"asin\\\": \\\"B0D3TBN87P\\\", \\\"price\\\": \\\"$17.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZMV4HL\\\", \\\"price\\\": \\\"$15.28\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:17:36.373Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"review"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:17:36.373Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":969,"string":"969"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:17:36.373Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"review"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-2 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n {\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n {\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n {\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n {\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:17:36.373Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click review \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click review \",\n \"index\": 969,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"auto card shuffler any size\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B09Q69K331\\\"\\n},\\n {\\n \\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\"\\n},\\n {\\n \\\"price\\\": \\\"$11.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"\\\\u3010Card shuffler 2 deck\\\\u3011\\\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\\\u3010Fits for various card game\\\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\\\u3010Dimensions in inches\\\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\\\u3010Easy to use\\\\u3011 - Firstly,insert 4 AA batteries\\\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\\\u3010Replacement service\\\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Color\\\": \\\"1-2 Decks\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\\\", \\\"asin\\\": \\\"5b96e2e8\\\", \\\"price\\\": \\\"$14.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\\\", \\\"asin\\\": \\\"d25d526d\\\", \\\"price\\\": \\\"$9.25\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"University Games Go Low Card Game Small\\\", \\\"asin\\\": \\\"2de48778\\\", \\\"price\\\": \\\"$7.30\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\\\", \\\"asin\\\": \\\"d25d526d\\\", \\\"price\\\": \\\"$15.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\\\u2019s Paddle, 7 Answer Paddles\\\", \\\"asin\\\": \\\"2de48778\\\", \\\"price\\\": \\\"$17.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\\\", \\\"asin\\\": \\\"ada6e9b0\\\", \\\"price\\\": \\\"$17.49\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\\\", \\\"asin\\\": \\\"B0CYWW1JN6\\\", \\\"price\\\": \\\"$11.37\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZLXQY2\\\", \\\"price\\\": \\\"$11.38\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\\\", \\\"asin\\\": \\\"B09VNSN7GD\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\\\u00b0...\\\", \\\"asin\\\": \\\"B0DCYM3YG6\\\", \\\"price\\\": \\\"$139.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\\\", \\\"asin\\\": \\\"B0D3TBN87P\\\", \\\"price\\\": \\\"$17.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZMV4HL\\\", \\\"price\\\": \\\"$15.28\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":970,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-2 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n {\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n {\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n {\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n {\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:18:15.120Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"auto card shuffler any size\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B09Q69K331\\\"\\n},\\n {\\n \\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\"\\n},\\n {\\n \\\"price\\\": \\\"$11.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"\\\\u3010Card shuffler 2 deck\\\\u3011\\\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\\\u3010Fits for various card game\\\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\\\u3010Dimensions in inches\\\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\\\u3010Easy to use\\\\u3011 - Firstly,insert 4 AA batteries\\\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\\\u3010Replacement service\\\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Color\\\": \\\"1-2 Decks\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\\\", \\\"asin\\\": \\\"5b96e2e8\\\", \\\"price\\\": \\\"$14.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\\\", \\\"asin\\\": \\\"d25d526d\\\", \\\"price\\\": \\\"$9.25\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"University Games Go Low Card Game Small\\\", \\\"asin\\\": \\\"2de48778\\\", \\\"price\\\": \\\"$7.30\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\\\", \\\"asin\\\": \\\"d25d526d\\\", \\\"price\\\": \\\"$15.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\\\u2019s Paddle, 7 Answer Paddles\\\", \\\"asin\\\": \\\"2de48778\\\", \\\"price\\\": \\\"$17.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\\\", \\\"asin\\\": \\\"ada6e9b0\\\", \\\"price\\\": \\\"$17.49\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\\\", \\\"asin\\\": \\\"B0CYWW1JN6\\\", \\\"price\\\": \\\"$11.37\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZLXQY2\\\", \\\"price\\\": \\\"$11.38\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\\\", \\\"asin\\\": \\\"B09VNSN7GD\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\\\u00b0...\\\", \\\"asin\\\": \\\"B0DCYM3YG6\\\", \\\"price\\\": \\\"$139.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\\\", \\\"asin\\\": \\\"B0D3TBN87P\\\", \\\"price\\\": \\\"$17.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZMV4HL\\\", \\\"price\\\": \\\"$15.28\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:18:15.120Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"review"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:18:15.120Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":970,"string":"970"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:18:15.120Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"review"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-2 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n {\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n {\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n {\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n {\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:18:15.120Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click review \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click review \",\n \"index\": 970,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"auto card shuffler any size\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B09Q69K331\\\"\\n},\\n {\\n \\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\"\\n},\\n {\\n \\\"price\\\": \\\"$11.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"\\\\u3010Card shuffler 2 deck\\\\u3011\\\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\\\u3010Fits for various card game\\\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\\\u3010Dimensions in inches\\\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\\\u3010Easy to use\\\\u3011 - Firstly,insert 4 AA batteries\\\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\\\u3010Replacement service\\\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Color\\\": \\\"1-2 Decks\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\\\", \\\"asin\\\": \\\"5b96e2e8\\\", \\\"price\\\": \\\"$14.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\\\", \\\"asin\\\": \\\"d25d526d\\\", \\\"price\\\": \\\"$9.25\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"University Games Go Low Card Game Small\\\", \\\"asin\\\": \\\"2de48778\\\", \\\"price\\\": \\\"$7.30\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\\\", \\\"asin\\\": \\\"d25d526d\\\", \\\"price\\\": \\\"$15.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\\\u2019s Paddle, 7 Answer Paddles\\\", \\\"asin\\\": \\\"2de48778\\\", \\\"price\\\": \\\"$17.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\\\", \\\"asin\\\": \\\"ada6e9b0\\\", \\\"price\\\": \\\"$17.49\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\\\", \\\"asin\\\": \\\"B0CYWW1JN6\\\", \\\"price\\\": \\\"$11.37\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZLXQY2\\\", \\\"price\\\": \\\"$11.38\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\\\", \\\"asin\\\": \\\"B09VNSN7GD\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\\\u00b0...\\\", \\\"asin\\\": \\\"B0DCYM3YG6\\\", \\\"price\\\": \\\"$139.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\\\", \\\"asin\\\": \\\"B0D3TBN87P\\\", \\\"price\\\": \\\"$17.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZMV4HL\\\", \\\"price\\\": \\\"$15.28\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":971,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-4 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n {\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n {\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n {\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n {\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:18:19.372Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"auto card shuffler any size\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B09Q69K331\\\"\\n},\\n {\\n \\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\"\\n},\\n {\\n \\\"price\\\": \\\"$11.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"\\\\u3010Card shuffler 2 deck\\\\u3011\\\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\\\u3010Fits for various card game\\\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\\\u3010Dimensions in inches\\\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\\\u3010Easy to use\\\\u3011 - Firstly,insert 4 AA batteries\\\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\\\u3010Replacement service\\\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Color\\\": \\\"1-4 Decks\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\\\", \\\"asin\\\": \\\"5b96e2e8\\\", \\\"price\\\": \\\"$14.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\\\", \\\"asin\\\": \\\"d25d526d\\\", \\\"price\\\": \\\"$9.25\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"University Games Go Low Card Game Small\\\", \\\"asin\\\": \\\"2de48778\\\", \\\"price\\\": \\\"$7.30\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\\\", \\\"asin\\\": \\\"d25d526d\\\", \\\"price\\\": \\\"$15.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\\\u2019s Paddle, 7 Answer Paddles\\\", \\\"asin\\\": \\\"2de48778\\\", \\\"price\\\": \\\"$17.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\\\", \\\"asin\\\": \\\"ada6e9b0\\\", \\\"price\\\": \\\"$17.49\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\\\", \\\"asin\\\": \\\"B0CYWW1JN6\\\", \\\"price\\\": \\\"$11.37\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZLXQY2\\\", \\\"price\\\": \\\"$11.38\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\\\", \\\"asin\\\": \\\"B09VNSN7GD\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\\\u00b0...\\\", \\\"asin\\\": \\\"B0DCYM3YG6\\\", \\\"price\\\": \\\"$139.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\\\", \\\"asin\\\": \\\"B0D3TBN87P\\\", \\\"price\\\": \\\"$17.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZMV4HL\\\", \\\"price\\\": \\\"$15.28\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:18:19.372Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"product_option"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:18:19.372Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":971,"string":"971"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:18:19.372Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"product_option"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-4 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n {\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n {\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n {\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n {\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:18:19.372Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click product_option \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click product_option \",\n \"index\": 971,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"auto card shuffler any size\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B09Q69K331\\\"\\n},\\n {\\n \\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\"\\n},\\n {\\n \\\"price\\\": \\\"$11.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"\\\\u3010Card shuffler 2 deck\\\\u3011\\\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\\\u3010Fits for various card game\\\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\\\u3010Dimensions in inches\\\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\\\u3010Easy to use\\\\u3011 - Firstly,insert 4 AA batteries\\\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\\\u3010Replacement service\\\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Color\\\": \\\"1-4 Decks\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\\\", \\\"asin\\\": \\\"5b96e2e8\\\", \\\"price\\\": \\\"$14.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\\\", \\\"asin\\\": \\\"d25d526d\\\", \\\"price\\\": \\\"$9.25\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"University Games Go Low Card Game Small\\\", \\\"asin\\\": \\\"2de48778\\\", \\\"price\\\": \\\"$7.30\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\\\", \\\"asin\\\": \\\"d25d526d\\\", \\\"price\\\": \\\"$15.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\\\u2019s Paddle, 7 Answer Paddles\\\", \\\"asin\\\": \\\"2de48778\\\", \\\"price\\\": \\\"$17.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\\\", \\\"asin\\\": \\\"ada6e9b0\\\", \\\"price\\\": \\\"$17.49\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\\\", \\\"asin\\\": \\\"B0CYWW1JN6\\\", \\\"price\\\": \\\"$11.37\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZLXQY2\\\", \\\"price\\\": \\\"$11.38\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\\\", \\\"asin\\\": \\\"B09VNSN7GD\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\\\u00b0...\\\", \\\"asin\\\": \\\"B0DCYM3YG6\\\", \\\"price\\\": \\\"$139.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\\\", \\\"asin\\\": \\\"B0D3TBN87P\\\", \\\"price\\\": \\\"$17.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZMV4HL\\\", \\\"price\\\": \\\"$15.28\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":972,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09 \", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"quantity\": \"\"},\n {\"title\": \"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"BATURU Rechargeable Automatic Card Shuffler 2 Deck \\u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights\", \"asin\": \"B0DGTDZ5QM\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n {\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"DEVOGUE\\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket\", \"asin\": \"B0B8JTFZ19\", \"price\": \"$12.69\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\",\n \"asin\": \"B0D7H887TF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 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8\\u202fAM\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - 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8\\u202fAM\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS63SV5L\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYFFYP2\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 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Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\", \"asin\": \"B0DC6LR6RF\", \"price\": \"$69.99\", \"delivery\": \"$10 delivery Apr 24 - 28\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n {\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\", \"asin\": \"B0D22P6JBQ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:19:14.720Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"auto card shuffler any size\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \\\", \\\"asin\\\": \\\"B0D7H887TF\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \\\", \\\"asin\\\": \\\"B0DLKXGFLJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \\\", \\\"asin\\\": \\\"B0DTHXJRRT\\\", \\\"price\\\": \\\"$37.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\\\u00b0/180\\\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \\\", \\\"asin\\\": \\\"B0DF7KXF87\\\", \\\"price\\\": \\\"$139.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \\\", \\\"asin\\\": \\\"B0DJQXV11B\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \\\", \\\"asin\\\": \\\"B0DTHXJRRT\\\", \\\"price\\\": \\\"$37.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\\\uff08Black\\\\uff09 \\\", \\\"asin\\\": \\\"B0D5V855G6\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\\\", \\\"asin\\\": \\\"B0DT77PTFJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\\\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\\\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\\\", \\\"asin\\\": \\\"B0DNM3FGPJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\\\", \\\"asin\\\": \\\"B0CYCP2GWL\\\", \\\"price\\\": \\\"$28.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\\\", \\\"asin\\\": \\\"B0DC563MTV\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\\\", \\\"asin\\\": \\\"B0DGL2MW6F\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"BATURU Rechargeable Automatic Card Shuffler 2 Deck \\\\u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights\\\", \\\"asin\\\": \\\"B0DGTDZ5QM\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\\\", \\\"asin\\\": \\\"B07CVWG5L8\\\", \\\"price\\\": \\\"$18.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\\\", \\\"asin\\\": \\\"B01KITQG0A\\\", \\\"price\\\": \\\"$57.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\\\", \\\"asin\\\": \\\"B07LFKF7H6\\\", \\\"price\\\": \\\"$19.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\\\", \\\"asin\\\": \\\"/promo/A11W6FXYVV0MAG\\\", \\\"price\\\": \\\"$79.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\\\u20132025 Ford F-150, 2015\\\\u20132025 Expedition, 2011\\\\u20132016 F-250 Super Duty, 2010\\\\u20132016 F-350 Super Duty, 2015\\\\u20132025 Lincoln Navigator\\\", \\\"asin\\\": \\\"ceb4ba8a\\\", \\\"price\\\": \\\"$17.20\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"KURIMUP Cabin Air Filter,Replacement for CP150\\\\uff08CF12150\\\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\\\", \\\"asin\\\": \\\"B0B57FZ672\\\", \\\"price\\\": \\\"$9.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"DEVOGUE\\\\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket\\\", \\\"asin\\\": \\\"B0B8JTFZ19\\\", \\\"price\\\": \\\"$12.69\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"ads\\\": [\\n {\\n \\\"title\\\": \\\"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\",\\n \\\"asin\\\": \\\"B0D7H887TF\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0DS5X688R\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZKF6DG\\\", \\\"price\\\": \\\"$17.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0D7H887TF\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\\\", \\\"asin\\\": \\\"B0CYWW1JN6\\\", \\\"price\\\": \\\"$11.37\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0D7H887TF\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DTHXJRRT\\\", \\\"price\\\": \\\"$37.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\\\", \\\"asin\\\": \\\"B0CYCP2GWL\\\", \\\"price\\\": \\\"$28.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\\\", \\\"asin\\\": \\\"B0BYYMQNQV\\\", \\\"price\\\": \\\"$25.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\\\", \\\"asin\\\": \\\"B0DXD2QTNJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1-2 Deck - Rechargeable Electric Shuffling Machine, Low Noise & Portable Design for UNO, Skip-Bo, Spades, Bridge & Professional Card Games\\\", \\\"asin\\\": \\\"B0F4WK6N7P\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery May 12 - 21\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZLXQY2\\\", \\\"price\\\": \\\"$11.38\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Trademark Poker Card Shuffler\\\", \\\"asin\\\": \\\"B000HMNQUW\\\", \\\"price\\\": \\\"$7.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\\\", \\\"asin\\\": \\\"B08NHM1BBC\\\", \\\"price\\\": \\\"$23.48\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\\\", \\\"asin\\\": \\\"B0DLKXGFLJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\\\", \\\"asin\\\": \\\"B0DJVF83WC\\\", \\\"price\\\": \\\"$40.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B0DJQXV11B\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DM81D58J\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\\\", \\\"asin\\\": \\\"B0DGG6ZTC3\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\\\", \\\"asin\\\": \\\"B09GBHDRR7\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\\\u00b0/180\\\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\\\", \\\"asin\\\": \\\"B0DF7KXF87\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\\\uff08Black\\\\uff09\\\", \\\"asin\\\": \\\"B0D5V855G6\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\\\", \\\"asin\\\": \\\"B0D1CCL8SZ\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\\\", \\\"asin\\\": \\\"B0DLKXGFLJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\\\", \\\"asin\\\": \\\"B0DT77PTFJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\\\", \\\"asin\\\": \\\"B0CGZVNHN6\\\", \\\"price\\\": \\\"$27.54\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\\\", \\\"asin\\\": \\\"B0DS63SV5L\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\\\uff08Black\\\\uff09\\\", \\\"asin\\\": \\\"B0D5V855G6\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\\\", \\\"asin\\\": \\\"B0DGL2MW6F\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0DS5X688R\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\\\", \\\"asin\\\": \\\"B0DLWGYZ5R\\\", \\\"price\\\": \\\"$21.17\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\\\", \\\"asin\\\": \\\"B0DLB5KFZ4\\\", \\\"price\\\": \\\"$20.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\\\", \\\"asin\\\": \\\"B0DGLGSY53\\\", \\\"price\\\": \\\"$22.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\\\", \\\"asin\\\": \\\"B09YMWDM3Z\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\\\", \\\"asin\\\": \\\"B0B34YR888\\\", \\\"price\\\": \\\"$9.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\\\", \\\"asin\\\": \\\"B0DNJPRFHN\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\\\", \\\"asin\\\": \\\"B0DCYFFYP2\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\\\", \\\"asin\\\": \\\"B0DN5Q38B7\\\", \\\"price\\\": \\\"$21.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\\\", \\\"asin\\\": \\\"B0BYYMQNQV\\\", \\\"price\\\": \\\"$25.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\\\", \\\"asin\\\": \\\"B08NHM1BBC\\\", \\\"price\\\": \\\"$23.48\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0DDZ6V3X7\\\", \\\"price\\\": \\\"$39.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DT6TQNZR\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\\\", \\\"asin\\\": \\\"B004YD7BTW\\\", \\\"price\\\": \\\"$16.91\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\\\", \\\"asin\\\": \\\"B0DNSQSSXV\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\\\", \\\"asin\\\": \\\"B0DC6LR6RF\\\", \\\"price\\\": \\\"$69.99\\\", \\\"delivery\\\": \\\"$10 delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B0D9W5T7J1\\\", \\\"price\\\": \\\"$17.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\\\", \\\"asin\\\": \\\"B0DXD2QTNJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\\\", \\\"asin\\\": \\\"B0CYCP2GWL\\\", \\\"price\\\": \\\"$28.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FILFEEL Manual Card Shuffler, 1\\\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\\\", \\\"asin\\\": \\\"B09C8SBZCW\\\", \\\"price\\\": \\\"$20.51\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\\\", \\\"asin\\\": \\\"B09GFDV8JW\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D84YY4SC\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\\\", \\\"asin\\\": \\\"B08CXSK9V3\\\", \\\"price\\\": \\\"$14.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\\\", \\\"asin\\\": \\\"B0DXP4JK8Q\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\\\", \\\"asin\\\": \\\"B0D22P6JBQ\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\\\u00b0/180\\\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\\\", \\\"asin\\\": \\\"B0D2K53MSC\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:19:14.720Z"},"reward_model.ground_truth.action":{"kind":"string","value":"input"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"auto card shuffler any size"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:19:14.720Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":972,"string":"972"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:19:14.720Z"},"extra_info.answer.action":{"kind":"string","value":"input"},"extra_info.answer.action_argument":{"kind":"string","value":"auto card shuffler any size"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09 \", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"quantity\": \"\"},\n {\"title\": \"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"BATURU Rechargeable Automatic Card Shuffler 2 Deck \\u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights\", \"asin\": \"B0DGTDZ5QM\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n {\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"DEVOGUE\\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket\", \"asin\": \"B0B8JTFZ19\", \"price\": \"$12.69\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\",\n \"asin\": \"B0D7H887TF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 1-2 Deck - Rechargeable Electric Shuffling Machine, Low Noise & Portable Design for UNO, Skip-Bo, Spades, Bridge & Professional Card Games\", \"asin\": \"B0F4WK6N7P\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 12 - 21\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\", \"asin\": \"B0DJVF83WC\", \"price\": \"$40.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS63SV5L\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYFFYP2\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\", \"asin\": \"B0DC6LR6RF\", \"price\": \"$69.99\", \"delivery\": \"$10 delivery Apr 24 - 28\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n {\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\", \"asin\": \"B0D22P6JBQ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:19:14.720Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"input auto card shuffler any size \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"input auto card shuffler any size \",\n \"index\": 972,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"auto card shuffler any size\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \\\", \\\"asin\\\": \\\"B0D7H887TF\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \\\", \\\"asin\\\": \\\"B0DLKXGFLJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \\\", \\\"asin\\\": \\\"B0DTHXJRRT\\\", \\\"price\\\": \\\"$37.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\\\u00b0/180\\\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \\\", \\\"asin\\\": \\\"B0DF7KXF87\\\", \\\"price\\\": \\\"$139.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \\\", \\\"asin\\\": \\\"B0DJQXV11B\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \\\", \\\"asin\\\": \\\"B0DTHXJRRT\\\", \\\"price\\\": \\\"$37.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\\\uff08Black\\\\uff09 \\\", \\\"asin\\\": \\\"B0D5V855G6\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\\\", \\\"asin\\\": \\\"B0DT77PTFJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\\\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\\\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\\\", \\\"asin\\\": \\\"B0DNM3FGPJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\\\", \\\"asin\\\": \\\"B0CYCP2GWL\\\", \\\"price\\\": \\\"$28.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\\\", \\\"asin\\\": \\\"B0DC563MTV\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\\\", \\\"asin\\\": \\\"B0DGL2MW6F\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"BATURU Rechargeable Automatic Card Shuffler 2 Deck \\\\u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights\\\", \\\"asin\\\": \\\"B0DGTDZ5QM\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\\\", \\\"asin\\\": \\\"B07CVWG5L8\\\", \\\"price\\\": \\\"$18.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\\\", \\\"asin\\\": \\\"B01KITQG0A\\\", \\\"price\\\": \\\"$57.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\\\", \\\"asin\\\": \\\"B07LFKF7H6\\\", \\\"price\\\": \\\"$19.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\\\", \\\"asin\\\": \\\"/promo/A11W6FXYVV0MAG\\\", \\\"price\\\": \\\"$79.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\\\u20132025 Ford F-150, 2015\\\\u20132025 Expedition, 2011\\\\u20132016 F-250 Super Duty, 2010\\\\u20132016 F-350 Super Duty, 2015\\\\u20132025 Lincoln Navigator\\\", \\\"asin\\\": \\\"ceb4ba8a\\\", \\\"price\\\": \\\"$17.20\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"KURIMUP Cabin Air Filter,Replacement for CP150\\\\uff08CF12150\\\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\\\", \\\"asin\\\": \\\"B0B57FZ672\\\", \\\"price\\\": \\\"$9.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"DEVOGUE\\\\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket\\\", \\\"asin\\\": \\\"B0B8JTFZ19\\\", \\\"price\\\": \\\"$12.69\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"ads\\\": [\\n {\\n \\\"title\\\": \\\"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\",\\n \\\"asin\\\": \\\"B0D7H887TF\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0DS5X688R\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZKF6DG\\\", \\\"price\\\": \\\"$17.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0D7H887TF\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\\\", \\\"asin\\\": \\\"B0CYWW1JN6\\\", \\\"price\\\": \\\"$11.37\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0D7H887TF\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DTHXJRRT\\\", \\\"price\\\": \\\"$37.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\\\", \\\"asin\\\": \\\"B0CYCP2GWL\\\", \\\"price\\\": \\\"$28.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\\\", \\\"asin\\\": \\\"B0BYYMQNQV\\\", \\\"price\\\": \\\"$25.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\\\", \\\"asin\\\": \\\"B0DXD2QTNJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1-2 Deck - Rechargeable Electric Shuffling Machine, Low Noise & Portable Design for UNO, Skip-Bo, Spades, Bridge & Professional Card Games\\\", \\\"asin\\\": \\\"B0F4WK6N7P\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery May 12 - 21\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZLXQY2\\\", \\\"price\\\": \\\"$11.38\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Trademark Poker Card Shuffler\\\", \\\"asin\\\": \\\"B000HMNQUW\\\", \\\"price\\\": \\\"$7.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\\\", \\\"asin\\\": \\\"B08NHM1BBC\\\", \\\"price\\\": \\\"$23.48\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\\\", \\\"asin\\\": \\\"B0DLKXGFLJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\\\", \\\"asin\\\": \\\"B0DJVF83WC\\\", \\\"price\\\": \\\"$40.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\\\", \\\"asin\\\": \\\"B0DJQXV11B\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DM81D58J\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\\\", \\\"asin\\\": \\\"B0DGG6ZTC3\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\\\", \\\"asin\\\": \\\"B09GBHDRR7\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\\\u00b0/180\\\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\\\", \\\"asin\\\": \\\"B0DF7KXF87\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\\\uff08Black\\\\uff09\\\", \\\"asin\\\": \\\"B0D5V855G6\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\\\", \\\"asin\\\": \\\"B0D1CCL8SZ\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\\\", \\\"asin\\\": \\\"B0DLKXGFLJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\\\", \\\"asin\\\": \\\"B0DT77PTFJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\\\", \\\"asin\\\": \\\"B0CGZVNHN6\\\", \\\"price\\\": \\\"$27.54\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\\\", \\\"asin\\\": \\\"B0DS63SV5L\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\\\uff08Black\\\\uff09\\\", \\\"asin\\\": \\\"B0D5V855G6\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\\\", \\\"asin\\\": \\\"B0DGL2MW6F\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0DS5X688R\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\\\", \\\"asin\\\": \\\"B0DLWGYZ5R\\\", \\\"price\\\": \\\"$21.17\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\\\", \\\"asin\\\": \\\"B0DLB5KFZ4\\\", \\\"price\\\": \\\"$20.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\\\", \\\"asin\\\": \\\"B0DGLGSY53\\\", \\\"price\\\": \\\"$22.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\\\", \\\"asin\\\": \\\"B09YMWDM3Z\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\\\", \\\"asin\\\": \\\"B0B34YR888\\\", \\\"price\\\": \\\"$9.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\\\", \\\"asin\\\": \\\"B0DNJPRFHN\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\\\", \\\"asin\\\": \\\"B0DCYFFYP2\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\\\", \\\"asin\\\": \\\"B0DN5Q38B7\\\", \\\"price\\\": \\\"$21.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\\\", \\\"asin\\\": \\\"B0BYYMQNQV\\\", \\\"price\\\": \\\"$25.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\\\", \\\"asin\\\": \\\"B08NHM1BBC\\\", \\\"price\\\": \\\"$23.48\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0DDZ6V3X7\\\", \\\"price\\\": \\\"$39.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\\\", \\\"asin\\\": \\\"B0DT6TQNZR\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\\\", \\\"asin\\\": \\\"B004YD7BTW\\\", \\\"price\\\": \\\"$16.91\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\\\", \\\"asin\\\": \\\"B0DNSQSSXV\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\\\", \\\"asin\\\": \\\"B0DC6LR6RF\\\", \\\"price\\\": \\\"$69.99\\\", \\\"delivery\\\": \\\"$10 delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B0D9W5T7J1\\\", \\\"price\\\": \\\"$17.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\\\", \\\"asin\\\": \\\"B0DXD2QTNJ\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\\\", \\\"asin\\\": \\\"B0CYCP2GWL\\\", \\\"price\\\": \\\"$28.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FILFEEL Manual Card Shuffler, 1\\\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\\\", \\\"asin\\\": \\\"B09C8SBZCW\\\", \\\"price\\\": \\\"$20.51\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\\\", \\\"asin\\\": \\\"B09GFDV8JW\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D84YY4SC\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\\\", \\\"asin\\\": \\\"B08CXSK9V3\\\", \\\"price\\\": \\\"$14.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\\\", \\\"asin\\\": \\\"B0DXP4JK8Q\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\\\", \\\"asin\\\": \\\"B0D22P6JBQ\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\\\u00b0/180\\\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\\\", \\\"asin\\\": \\\"B0D2K53MSC\\\", \\\"price\\\": \\\"$139.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":973,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-2 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler 4 Deck Automatic, USB-Power & Battery-Operated Electric Shuffler Mach...\", \"asin\": \"B0DL5SHMHV\", \"price\": \"$19.90\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler f...\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGMPZD8\", \"price\": \"$19.19\", \"quantity\": \"\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:23:34.050Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"auto card shuffler any size\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B09Q69K331\\\"\\n},\\n {\\n \\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\"\\n},\\n {\\n \\\"price\\\": \\\"$11.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"\\\\u3010Card shuffler 2 deck\\\\u3011\\\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\\\u3010Fits for various card game\\\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\\\u3010Dimensions in inches\\\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\\\u3010Easy to use\\\\u3011 - Firstly,insert 4 AA batteries\\\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\\\u3010Replacement service\\\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Color\\\": \\\"1-2 Decks\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\\\", \\\"asin\\\": \\\"B0D3TBN87P\\\", \\\"price\\\": \\\"$17.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\\\", \\\"asin\\\": \\\"B0D9W5T7J1\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Card Shuffler 4 Deck Automatic, USB-Power & Battery-Operated Electric Shuffler Mach...\\\", \\\"asin\\\": \\\"B0DL5SHMHV\\\", \\\"price\\\": \\\"$19.90\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\\\", \\\"asin\\\": \\\"B09VNSN7GD\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZMV4HL\\\", \\\"price\\\": \\\"$15.28\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\\\", \\\"asin\\\": \\\"B0D9W5T7J1\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\\\", \\\"asin\\\": \\\"B0D3TBN87P\\\", \\\"price\\\": \\\"$17.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler f...\\\", \\\"asin\\\": \\\"B0CYWW1JN6\\\", \\\"price\\\": \\\"$11.37\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZKF6DG\\\", \\\"price\\\": \\\"$17.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\\\", \\\"asin\\\": \\\"B09YGMPZD8\\\", \\\"price\\\": \\\"$19.19\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\\\", \\\"asin\\\": \\\"B0D9W5T7J1\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\\\", \\\"asin\\\": \\\"B09VNSN7GD\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:23:34.050Z"},"reward_model.ground_truth.action":{"kind":"string","value":"purchase"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"B09Q69K331"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:23:34.050Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":973,"string":"973"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:23:34.050Z"},"extra_info.answer.action":{"kind":"string","value":"purchase"},"extra_info.answer.action_argument":{"kind":"string","value":"B09Q69K331"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-2 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler 4 Deck Automatic, USB-Power & Battery-Operated Electric Shuffler Mach...\", \"asin\": \"B0DL5SHMHV\", \"price\": \"$19.90\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler f...\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGMPZD8\", \"price\": \"$19.19\", \"quantity\": \"\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:23:34.050Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"purchase B09Q69K331 \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"purchase B09Q69K331 \",\n \"index\": 973,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"auto card shuffler any size\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B09Q69K331\\\"\\n},\\n {\\n \\\"title\\\": \\\"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\"\\n},\\n {\\n \\\"price\\\": \\\"$11.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"\\\\u3010Card shuffler 2 deck\\\\u3011\\\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\\\u3010Fits for various card game\\\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\\\u3010Dimensions in inches\\\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\\\u3010Easy to use\\\\u3011 - Firstly,insert 4 AA batteries\\\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\\\u3010Replacement service\\\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Color\\\": \\\"1-2 Decks\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\\\", \\\"asin\\\": \\\"B0DCBLGPGD\\\", \\\"price\\\": \\\"$35.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\\\", \\\"asin\\\": \\\"B0D3TBN87P\\\", \\\"price\\\": \\\"$17.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\\\", \\\"asin\\\": \\\"B0D9W5T7J1\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Card Shuffler 4 Deck Automatic, USB-Power & Battery-Operated Electric Shuffler Mach...\\\", \\\"asin\\\": \\\"B0DL5SHMHV\\\", \\\"price\\\": \\\"$19.90\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\\\", \\\"asin\\\": \\\"B09VNSN7GD\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZMV4HL\\\", \\\"price\\\": \\\"$15.28\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\\\", \\\"asin\\\": \\\"B09YGTKX3Y\\\", \\\"price\\\": \\\"$11.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\\\", \\\"asin\\\": \\\"B0D9W5T7J1\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\\\", \\\"asin\\\": \\\"B0D3TBN87P\\\", \\\"price\\\": \\\"$17.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\\\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\\\", \\\"asin\\\": \\\"B0DMT2J5YK\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler f...\\\", \\\"asin\\\": \\\"B0CYWW1JN6\\\", \\\"price\\\": \\\"$11.37\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\\\", \\\"asin\\\": \\\"B0DM2DY38W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\\\", \\\"asin\\\": \\\"B0BVZKF6DG\\\", \\\"price\\\": \\\"$17.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\\\", \\\"asin\\\": \\\"B09YGMPZD8\\\", \\\"price\\\": \\\"$19.19\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\\\", \\\"asin\\\": \\\"B0D9W5T7J1\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\\\", \\\"asin\\\": \\\"B0D85DYZWP\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\\\", \\\"asin\\\": \\\"B09VNSN7GD\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":974,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"rail roads small cards\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"TSB Jumbo Index Bridge Cards Pack of 12 Decks - 6 Colors Jumbo Print Bridge Playing Cards - with Single Box for Easy Storage(12 Decks in 6 Colors).\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\",\n \"asin\": \"B09J4MLB96\"\n},\n {\n \"title\": \"Go to detail page for \\\"TSB Anti-Slip Bridge Cards Table Mat 34 by 34 inch - Thick Cushioned and Stitched Edge Bridge Table Mat Tablecloth Suits Bridge, Canasta, Poker and Other Cards Games - Solid Color Green.\\\" Eligible for Prime.\",\n \"asin\": \"B0D4ZDHMG2\"\n},\n {\n \"title\": \"Go to detail page for \\\"TSB Standard Print Bridge Cards Pack of 12 Decks - 6 Colors Bridge Playing Cards - Easy Storage (2 Red 2 Blue 2 Purple 2 Grey 2 Green 2 Yellow Regular).\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNZ88VDV\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Ravensburger Rivers, Roads and Rails - Innovative Matching Game for Kids | Encourages Strategic Thinking | Award-Winning Design\", \"asin\": \"B004KZCF0O\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Road Tape for Toy Car & Trains,3 Tape Rolls, Bonus 160 Traffic Sign Die Cut Stickers, 4 Road Tight Curves and 4 Trains Tight Curves, Develop Your Kids Imagination and Memory, Play and Learn\", \"asin\": \"B083KDRQ9J\", \"price\": \"$12.99\", \"delivery\": \"$6.43 delivery May 1 - 14 Only 11 left in stock - order soon.\"},\n {\"title\": \"Mini Rails: Road to Eltonburg \\u2014 by Moaideas Game Design | Family Cube Rail Experience | Double-Sided Modular Hex Board | 72 Train + 10 Animal Meeples | Solo Bot Cards | 1-5 Players | 20-40 Minutes\", \"asin\": \"B0F29YCTKC\", \"price\": \"$35.00\", \"delivery\": \"FREE delivery This item will be released on May 30, 2025.\"},\n {\"title\": \"3dRose Greeting Card - railroad crossing rail road sign black and white - Susans Zoo Crew Scenery\", \"asin\": \"B0DBT13ZJV\", \"price\": \"$1.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n {\"title\": \"3dRose Greeting Cards - crazy road sign of the sand-rail wheelie zone, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail wheelies\", \"asin\": \"B0DKVHSCYG\", \"price\": \"$11.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n {\"title\": \"3dRose Greeting Cards - sand-rail air zone road sign, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail jumping\", \"asin\": \"B0DKVMPKQX\", \"price\": \"$11.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n {\"title\": \"Heritage Playing Cards - History of Transport by Rail\", \"asin\": \"B002BG5E98\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n {\"title\": \"Piatnik 00 1650 Classic Cars Playing Cards\", \"asin\": \"B01AG29C4G\", \"price\": \"$18.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 1 left in stock - order soon.\"},\n {\"title\": \"Williams by Bachmann E-Z Street 16\\\" Diameter Curved Track 4 Per Card - O Scale\", \"asin\": \"B004WUHMXW\", \"price\": \"$27.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\"},\n {\"title\": \"E-Z Street 2.5\\\" Curve To Curve Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNAY\", \"price\": \"$29.27\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 2 left in stock - order soon.\"},\n {\"title\": \"Williams by Bachmann E-Z Street 2.5\\\" Straight To Curve Track 4 Per Card - O Scale\", \"asin\": \"B004WUHN68\", \"price\": \"$24.13\", \"delivery\": \"FREE delivery May 1 - 2 Or fastest delivery Apr 24 - 29 Only 4 left in stock - order soon.\"},\n {\"title\": \"E-Z Street 21\\\" Diameter Curved Track 4 Per Card - O Scale\", \"asin\": \"B004WUHMZU\", \"price\": \"$21.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n {\"title\": \"Williams by Bachmann E-Z Street 10\\\" Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNNG\", \"price\": \"$31.79\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 5 left in stock - order soon.\"},\n {\"title\": \"E-Z Street 2.5\\\" Straight To Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHN0O\", \"price\": \"$22.79\", \"delivery\": \"FREE delivery May 5 - 6\"},\n {\"title\": \"E-Z Street 5\\\" Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNHW\", \"price\": \"$30.89\", \"delivery\": \"FREE delivery May 5 - 6\"},\n {\"title\": \"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\", \"asin\": \"B00P3LG6IQ\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3LF47K\", \"price\": \"$3.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3LJU16\", \"price\": \"$3.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3L5T16\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Pennsylvania Rail Road Station, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\", \"asin\": \"B00P6SIQXO\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P4USGB6\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Station Newport, New Hampshire NH Original Antique Postcard\", \"asin\": \"B00PCNJDK8\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg rail road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P6RMO74\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road - Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P6RMT06\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Along the Erie Rail Road Railroad Scenic Original Antique Postcard 1916\", \"asin\": \"B085HDF5KV\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P890S1O\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Western Pacific Rail Road Company Trains Railroad Original Vintage Postcard\", \"asin\": \"B082GJVNQX\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P3LNG0M\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Pennsylvania Rail Road, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\", \"asin\": \"B00P6SJ9AI\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Levee with Elevated Rail Road St. Louis, Missouri MO Original Antique Postcard\", \"asin\": \"B00P9LJTEI\", \"price\": \"$8.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Narragansett Pier Rail Road Company Peace Dale, Rhode Island RI Original Vintage Postcard\", \"asin\": \"B00P5EY9QW\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Ravensburger Rivers, Roads & Rails - Children's Game\", \"asin\": \"B00001OX05\", \"delivery\": \"\"},\n {\"title\": \"Rail Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00PB8YYM6\", \"price\": \"$8.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Pennsylvania Rail Road Station Pittsburgh PA Original Antique Postcard\", \"asin\": \"B0BKYV3SVZ\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Frisco Line rail road box car Trains Railroad Original Antique Postcard\", \"asin\": \"B08NZDYCYG\", \"price\": \"$24.99\", \"delivery\": \"$7 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"New York Central Rail Road Station Oswego NY Original Antique Postcard 1910\", \"asin\": \"B00Q478UB4\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Hospital Sacramento, California CA Original Antique Postcard\", \"asin\": \"B085J32LTH\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"High Bridge - Southern Pacific Rail Road Railroad Scenic Original Antique Postcard\", \"asin\": \"B01LY8208X\", \"price\": \"$16.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00PCNPNNE\", \"price\": \"$11.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Station Orange, Massachusetts MA Original Antique Postcard 1915\", \"asin\": \"B0778JM49V\", \"price\": \"$17.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\", \"asin\": \"B0BKYWHJ3Q\", \"price\": \"$14.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Station, Santa's Large Train, Santa Claus Land Santa Claus, Indiana IN Original Antique Postcard\", \"asin\": \"B00P9L19BO\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Southern Pacific Rail Road Depot Palo Alto, California CA Original Vintage Postcard\", \"asin\": \"B07FXXX333\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B014QW2GWC\", \"price\": \"$11.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Umgeni River, Rail & Road Bridges Natal, South Africa Original Antique Postcard\", \"asin\": \"B08Y9199CQ\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Electric Rail Road Station - Lima - Chorrillos - Lima Lima, Peru Original Antique Postcard\", \"asin\": \"B09XXHD4SK\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\", \"asin\": \"B085HDVGH2\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\", \"asin\": \"B085J39ZPT\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Zhanmai 200 Pcs Bulk Plan of Salvation Cards Gospel Tracts Pocket Holy Postcards Prayer Cards Christian Inspirational Bible Verses Wallet Planner Bookmark for Men Women Teens Ministering Tool\", \"asin\": \"B0CFY3L754\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"L. Frank Baum\\u2019s Oz Playing Cards - 54-Card Poker Deck with Original Artwork from The 1900 Book (Beige)\", \"asin\": \"B07HGDCHN7\", \"price\": \"$19.00\", \"delivery\": \"FREE delivery Mon, Apr 28Or fastest delivery Apr 23 - 25\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:24:09.850Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"rail roads small cards\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"ads\\\": [\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"TSB Jumbo Index Bridge Cards Pack of 12 Decks - 6 Colors Jumbo Print Bridge Playing Cards - with Single Box for Easy Storage(12 Decks in 6 Colors).\\\\\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B09J4MLB96\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"TSB Anti-Slip Bridge Cards Table Mat 34 by 34 inch - Thick Cushioned and Stitched Edge Bridge Table Mat Tablecloth Suits Bridge, Canasta, Poker and Other Cards Games - Solid Color Green.\\\\\\\" Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B0D4ZDHMG2\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"TSB Standard Print Bridge Cards Pack of 12 Decks - 6 Colors Bridge Playing Cards - Easy Storage (2 Red 2 Blue 2 Purple 2 Grey 2 Green 2 Yellow Regular).\\\\\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B0BNZ88VDV\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Ravensburger Rivers, Roads and Rails - Innovative Matching Game for Kids | Encourages Strategic Thinking | Award-Winning Design\\\", \\\"asin\\\": \\\"B004KZCF0O\\\", \\\"price\\\": \\\"$20.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Road Tape for Toy Car & Trains,3 Tape Rolls, Bonus 160 Traffic Sign Die Cut Stickers, 4 Road Tight Curves and 4 Trains Tight Curves, Develop Your Kids Imagination and Memory, Play and Learn\\\", \\\"asin\\\": \\\"B083KDRQ9J\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$6.43 delivery May 1 - 14 Only 11 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Mini Rails: Road to Eltonburg \\\\u2014 by Moaideas Game Design | Family Cube Rail Experience | Double-Sided Modular Hex Board | 72 Train + 10 Animal Meeples | Solo Bot Cards | 1-5 Players | 20-40 Minutes\\\", \\\"asin\\\": \\\"B0F29YCTKC\\\", \\\"price\\\": \\\"$35.00\\\", \\\"delivery\\\": \\\"FREE delivery This item will be released on May 30, 2025.\\\"},\\n {\\\"title\\\": \\\"3dRose Greeting Card - railroad crossing rail road sign black and white - Susans Zoo Crew Scenery\\\", \\\"asin\\\": \\\"B0DBT13ZJV\\\", \\\"price\\\": \\\"$1.99\\\", \\\"delivery\\\": \\\"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"3dRose Greeting Cards - crazy road sign of the sand-rail wheelie zone, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail wheelies\\\", \\\"asin\\\": \\\"B0DKVHSCYG\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"3dRose Greeting Cards - sand-rail air zone road sign, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail jumping\\\", \\\"asin\\\": \\\"B0DKVMPKQX\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"Heritage Playing Cards - History of Transport by Rail\\\", \\\"asin\\\": \\\"B002BG5E98\\\", \\\"price\\\": \\\"$14.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Piatnik 00 1650 Classic Cars Playing Cards\\\", \\\"asin\\\": \\\"B01AG29C4G\\\", \\\"price\\\": \\\"$18.93\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 1 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Williams by Bachmann E-Z Street 16\\\\\\\" Diameter Curved Track 4 Per Card - O Scale\\\", \\\"asin\\\": \\\"B004WUHMXW\\\", \\\"price\\\": \\\"$27.35\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"E-Z Street 2.5\\\\\\\" Curve To Curve Track 4 Per Card - O Scale\\\", \\\"asin\\\": \\\"B004WUHNAY\\\", \\\"price\\\": \\\"$29.27\\\", \\\"delivery\\\": \\\"FREE delivery Apr 25 - 29 Only 2 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Williams by Bachmann E-Z Street 2.5\\\\\\\" Straight To Curve Track 4 Per Card - O Scale\\\", \\\"asin\\\": \\\"B004WUHN68\\\", \\\"price\\\": \\\"$24.13\\\", \\\"delivery\\\": \\\"FREE delivery May 1 - 2 Or fastest delivery Apr 24 - 29 Only 4 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"E-Z Street 21\\\\\\\" Diameter Curved Track 4 Per Card - O Scale\\\", \\\"asin\\\": \\\"B004WUHMZU\\\", \\\"price\\\": \\\"$21.50\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Williams by Bachmann E-Z Street 10\\\\\\\" Straight Track 4 Per Card - O Scale\\\", \\\"asin\\\": \\\"B004WUHNNG\\\", \\\"price\\\": \\\"$31.79\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 5 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"E-Z Street 2.5\\\\\\\" Straight To Straight Track 4 Per Card - O Scale\\\", \\\"asin\\\": \\\"B004WUHN0O\\\", \\\"price\\\": \\\"$22.79\\\", \\\"delivery\\\": \\\"FREE delivery May 5 - 6\\\"},\\n {\\\"title\\\": \\\"E-Z Street 5\\\\\\\" Straight Track 4 Per Card - O Scale\\\", \\\"asin\\\": \\\"B004WUHNHW\\\", \\\"price\\\": \\\"$30.89\\\", \\\"delivery\\\": \\\"FREE delivery May 5 - 6\\\"},\\n {\\\"title\\\": \\\"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P3LG6IQ\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P3LF47K\\\", \\\"price\\\": \\\"$3.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P3LJU16\\\", \\\"price\\\": \\\"$3.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P3L5T16\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Pennsylvania Rail Road Station, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P6SIQXO\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail-Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P4USGB6\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail Road Station Newport, New Hampshire NH Original Antique Postcard\\\", \\\"asin\\\": \\\"B00PCNJDK8\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"The Strasburg rail road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\\\", \\\"asin\\\": \\\"B00P6RMO74\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"The Strasburg Rail Road - Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\\\", \\\"asin\\\": \\\"B00P6RMT06\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Along the Erie Rail Road Railroad Scenic Original Antique Postcard 1916\\\", \\\"asin\\\": \\\"B085HDF5KV\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\\\", \\\"asin\\\": \\\"B00P890S1O\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Western Pacific Rail Road Company Trains Railroad Original Vintage Postcard\\\", \\\"asin\\\": \\\"B082GJVNQX\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"The Strasburg Rail Road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\\\", \\\"asin\\\": \\\"B00P3LNG0M\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Pennsylvania Rail Road, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P6SJ9AI\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Levee with Elevated Rail Road St. Louis, Missouri MO Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P9LJTEI\\\", \\\"price\\\": \\\"$8.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Narragansett Pier Rail Road Company Peace Dale, Rhode Island RI Original Vintage Postcard\\\", \\\"asin\\\": \\\"B00P5EY9QW\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Ravensburger Rivers, Roads & Rails - Children's Game\\\", \\\"asin\\\": \\\"B00001OX05\\\", \\\"delivery\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rail Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\\\", \\\"asin\\\": \\\"B00PB8YYM6\\\", \\\"price\\\": \\\"$8.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Pennsylvania Rail Road Station Pittsburgh PA Original Antique Postcard\\\", \\\"asin\\\": \\\"B0BKYV3SVZ\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Frisco Line rail road box car Trains Railroad Original Antique Postcard\\\", \\\"asin\\\": \\\"B08NZDYCYG\\\", \\\"price\\\": \\\"$24.99\\\", \\\"delivery\\\": \\\"$7 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"New York Central Rail Road Station Oswego NY Original Antique Postcard 1910\\\", \\\"asin\\\": \\\"B00Q478UB4\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail Road Hospital Sacramento, California CA Original Antique Postcard\\\", \\\"asin\\\": \\\"B085J32LTH\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"High Bridge - Southern Pacific Rail Road Railroad Scenic Original Antique Postcard\\\", \\\"asin\\\": \\\"B01LY8208X\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\\\", \\\"asin\\\": \\\"B00PCNPNNE\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail Road Station Orange, Massachusetts MA Original Antique Postcard 1915\\\", \\\"asin\\\": \\\"B0778JM49V\\\", \\\"price\\\": \\\"$17.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\\\", \\\"asin\\\": \\\"B0BKYWHJ3Q\\\", \\\"price\\\": \\\"$14.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail Road Station, Santa's Large Train, Santa Claus Land Santa Claus, Indiana IN Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P9L19BO\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Southern Pacific Rail Road Depot Palo Alto, California CA Original Vintage Postcard\\\", \\\"asin\\\": \\\"B07FXXX333\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\\\", \\\"asin\\\": \\\"B014QW2GWC\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Umgeni River, Rail & Road Bridges Natal, South Africa Original Antique Postcard\\\", \\\"asin\\\": \\\"B08Y9199CQ\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Electric Rail Road Station - Lima - Chorrillos - Lima Lima, Peru Original Antique Postcard\\\", \\\"asin\\\": \\\"B09XXHD4SK\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\\\", \\\"asin\\\": \\\"B085HDVGH2\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\\\", \\\"asin\\\": \\\"B085J39ZPT\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Zhanmai 200 Pcs Bulk Plan of Salvation Cards Gospel Tracts Pocket Holy Postcards Prayer Cards Christian Inspirational Bible Verses Wallet Planner Bookmark for Men Women Teens Ministering Tool\\\", \\\"asin\\\": \\\"B0CFY3L754\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"L. Frank Baum\\\\u2019s Oz Playing Cards - 54-Card Poker Deck with Original Artwork from The 1900 Book (Beige)\\\", \\\"asin\\\": \\\"B07HGDCHN7\\\", \\\"price\\\": \\\"$19.00\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or fastest delivery Apr 23 - 25\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:24:09.850Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"cart_side_bar"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:24:09.850Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":974,"string":"974"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:24:09.850Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"cart_side_bar"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"rail roads small cards\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"TSB Jumbo Index Bridge Cards Pack of 12 Decks - 6 Colors Jumbo Print Bridge Playing Cards - with Single Box for Easy Storage(12 Decks in 6 Colors).\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\",\n \"asin\": \"B09J4MLB96\"\n},\n {\n \"title\": \"Go to detail page for \\\"TSB Anti-Slip Bridge Cards Table Mat 34 by 34 inch - Thick Cushioned and Stitched Edge Bridge Table Mat Tablecloth Suits Bridge, Canasta, Poker and Other Cards Games - Solid Color Green.\\\" Eligible for Prime.\",\n \"asin\": \"B0D4ZDHMG2\"\n},\n {\n \"title\": \"Go to detail page for \\\"TSB Standard Print Bridge Cards Pack of 12 Decks - 6 Colors Bridge Playing Cards - Easy Storage (2 Red 2 Blue 2 Purple 2 Grey 2 Green 2 Yellow Regular).\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNZ88VDV\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Ravensburger Rivers, Roads and Rails - Innovative Matching Game for Kids | Encourages Strategic Thinking | Award-Winning Design\", \"asin\": \"B004KZCF0O\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Road Tape for Toy Car & Trains,3 Tape Rolls, Bonus 160 Traffic Sign Die Cut Stickers, 4 Road Tight Curves and 4 Trains Tight Curves, Develop Your Kids Imagination and Memory, Play and Learn\", \"asin\": \"B083KDRQ9J\", \"price\": \"$12.99\", \"delivery\": \"$6.43 delivery May 1 - 14 Only 11 left in stock - order soon.\"},\n {\"title\": \"Mini Rails: Road to Eltonburg \\u2014 by Moaideas Game Design | Family Cube Rail Experience | Double-Sided Modular Hex Board | 72 Train + 10 Animal Meeples | Solo Bot Cards | 1-5 Players | 20-40 Minutes\", \"asin\": \"B0F29YCTKC\", \"price\": \"$35.00\", \"delivery\": \"FREE delivery This item will be released on May 30, 2025.\"},\n {\"title\": \"3dRose Greeting Card - railroad crossing rail road sign black and white - Susans Zoo Crew Scenery\", \"asin\": \"B0DBT13ZJV\", \"price\": \"$1.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n {\"title\": \"3dRose Greeting Cards - crazy road sign of the sand-rail wheelie zone, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail wheelies\", \"asin\": \"B0DKVHSCYG\", \"price\": \"$11.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n {\"title\": \"3dRose Greeting Cards - sand-rail air zone road sign, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail jumping\", \"asin\": \"B0DKVMPKQX\", \"price\": \"$11.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n {\"title\": \"Heritage Playing Cards - History of Transport by Rail\", \"asin\": \"B002BG5E98\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n {\"title\": \"Piatnik 00 1650 Classic Cars Playing Cards\", \"asin\": \"B01AG29C4G\", \"price\": \"$18.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 1 left in stock - order soon.\"},\n {\"title\": \"Williams by Bachmann E-Z Street 16\\\" Diameter Curved Track 4 Per Card - O Scale\", \"asin\": \"B004WUHMXW\", \"price\": \"$27.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\"},\n {\"title\": \"E-Z Street 2.5\\\" Curve To Curve Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNAY\", \"price\": \"$29.27\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 2 left in stock - order soon.\"},\n {\"title\": \"Williams by Bachmann E-Z Street 2.5\\\" Straight To Curve Track 4 Per Card - O Scale\", \"asin\": \"B004WUHN68\", \"price\": \"$24.13\", \"delivery\": \"FREE delivery May 1 - 2 Or fastest delivery Apr 24 - 29 Only 4 left in stock - order soon.\"},\n {\"title\": \"E-Z Street 21\\\" Diameter Curved Track 4 Per Card - O Scale\", \"asin\": \"B004WUHMZU\", \"price\": \"$21.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n {\"title\": \"Williams by Bachmann E-Z Street 10\\\" Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNNG\", \"price\": \"$31.79\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 5 left in stock - order soon.\"},\n {\"title\": \"E-Z Street 2.5\\\" Straight To Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHN0O\", \"price\": \"$22.79\", \"delivery\": \"FREE delivery May 5 - 6\"},\n {\"title\": \"E-Z Street 5\\\" Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNHW\", \"price\": \"$30.89\", \"delivery\": \"FREE delivery May 5 - 6\"},\n {\"title\": \"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\", \"asin\": \"B00P3LG6IQ\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3LF47K\", \"price\": \"$3.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3LJU16\", \"price\": \"$3.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3L5T16\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Pennsylvania Rail Road Station, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\", \"asin\": \"B00P6SIQXO\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P4USGB6\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Station Newport, New Hampshire NH Original Antique Postcard\", \"asin\": \"B00PCNJDK8\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg rail road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P6RMO74\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road - Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P6RMT06\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Along the Erie Rail Road Railroad Scenic Original Antique Postcard 1916\", \"asin\": \"B085HDF5KV\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P890S1O\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Western Pacific Rail Road Company Trains Railroad Original Vintage Postcard\", \"asin\": \"B082GJVNQX\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P3LNG0M\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Pennsylvania Rail Road, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\", \"asin\": \"B00P6SJ9AI\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Levee with Elevated Rail Road St. Louis, Missouri MO Original Antique Postcard\", \"asin\": \"B00P9LJTEI\", \"price\": \"$8.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Narragansett Pier Rail Road Company Peace Dale, Rhode Island RI Original Vintage Postcard\", \"asin\": \"B00P5EY9QW\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Ravensburger Rivers, Roads & Rails - Children's Game\", \"asin\": \"B00001OX05\", \"delivery\": \"\"},\n {\"title\": \"Rail Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00PB8YYM6\", \"price\": \"$8.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Pennsylvania Rail Road Station Pittsburgh PA Original Antique Postcard\", \"asin\": \"B0BKYV3SVZ\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Frisco Line rail road box car Trains Railroad Original Antique Postcard\", \"asin\": \"B08NZDYCYG\", \"price\": \"$24.99\", \"delivery\": \"$7 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"New York Central Rail Road Station Oswego NY Original Antique Postcard 1910\", \"asin\": \"B00Q478UB4\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Hospital Sacramento, California CA Original Antique Postcard\", \"asin\": \"B085J32LTH\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"High Bridge - Southern Pacific Rail Road Railroad Scenic Original Antique Postcard\", \"asin\": \"B01LY8208X\", \"price\": \"$16.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00PCNPNNE\", \"price\": \"$11.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Station Orange, Massachusetts MA Original Antique Postcard 1915\", \"asin\": \"B0778JM49V\", \"price\": \"$17.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\", \"asin\": \"B0BKYWHJ3Q\", \"price\": \"$14.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Station, Santa's Large Train, Santa Claus Land Santa Claus, Indiana IN Original Antique Postcard\", \"asin\": \"B00P9L19BO\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Southern Pacific Rail Road Depot Palo Alto, California CA Original Vintage Postcard\", \"asin\": \"B07FXXX333\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B014QW2GWC\", \"price\": \"$11.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Umgeni River, Rail & Road Bridges Natal, South Africa Original Antique Postcard\", \"asin\": \"B08Y9199CQ\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Electric Rail Road Station - Lima - Chorrillos - Lima Lima, Peru Original Antique Postcard\", \"asin\": \"B09XXHD4SK\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\", \"asin\": \"B085HDVGH2\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\", \"asin\": \"B085J39ZPT\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Zhanmai 200 Pcs Bulk Plan of Salvation Cards Gospel Tracts Pocket Holy Postcards Prayer Cards Christian Inspirational Bible Verses Wallet Planner Bookmark for Men Women Teens Ministering Tool\", \"asin\": \"B0CFY3L754\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"L. Frank Baum\\u2019s Oz Playing Cards - 54-Card Poker Deck with Original Artwork from The 1900 Book (Beige)\", \"asin\": \"B07HGDCHN7\", \"price\": \"$19.00\", \"delivery\": \"FREE delivery Mon, Apr 28Or fastest delivery Apr 23 - 25\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:24:09.850Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click cart_side_bar \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click cart_side_bar \",\n \"index\": 974,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"rail roads small cards\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"ads\\\": [\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"TSB Jumbo Index Bridge Cards Pack of 12 Decks - 6 Colors Jumbo Print Bridge Playing Cards - with Single Box for Easy Storage(12 Decks in 6 Colors).\\\\\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B09J4MLB96\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"TSB Anti-Slip Bridge Cards Table Mat 34 by 34 inch - Thick Cushioned and Stitched Edge Bridge Table Mat Tablecloth Suits Bridge, Canasta, Poker and Other Cards Games - Solid Color Green.\\\\\\\" Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B0D4ZDHMG2\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"TSB Standard Print Bridge Cards Pack of 12 Decks - 6 Colors Bridge Playing Cards - Easy Storage (2 Red 2 Blue 2 Purple 2 Grey 2 Green 2 Yellow Regular).\\\\\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B0BNZ88VDV\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Ravensburger Rivers, Roads and Rails - Innovative Matching Game for Kids | Encourages Strategic Thinking | Award-Winning Design\\\", \\\"asin\\\": \\\"B004KZCF0O\\\", \\\"price\\\": \\\"$20.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Road Tape for Toy Car & Trains,3 Tape Rolls, Bonus 160 Traffic Sign Die Cut Stickers, 4 Road Tight Curves and 4 Trains Tight Curves, Develop Your Kids Imagination and Memory, Play and Learn\\\", \\\"asin\\\": \\\"B083KDRQ9J\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$6.43 delivery May 1 - 14 Only 11 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Mini Rails: Road to Eltonburg \\\\u2014 by Moaideas Game Design | Family Cube Rail Experience | Double-Sided Modular Hex Board | 72 Train + 10 Animal Meeples | Solo Bot Cards | 1-5 Players | 20-40 Minutes\\\", \\\"asin\\\": \\\"B0F29YCTKC\\\", \\\"price\\\": \\\"$35.00\\\", \\\"delivery\\\": \\\"FREE delivery This item will be released on May 30, 2025.\\\"},\\n {\\\"title\\\": \\\"3dRose Greeting Card - railroad crossing rail road sign black and white - Susans Zoo Crew Scenery\\\", \\\"asin\\\": \\\"B0DBT13ZJV\\\", \\\"price\\\": \\\"$1.99\\\", \\\"delivery\\\": \\\"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"3dRose Greeting Cards - crazy road sign of the sand-rail wheelie zone, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail wheelies\\\", \\\"asin\\\": \\\"B0DKVHSCYG\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"3dRose Greeting Cards - sand-rail air zone road sign, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail jumping\\\", \\\"asin\\\": \\\"B0DKVMPKQX\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"Heritage Playing Cards - History of Transport by Rail\\\", \\\"asin\\\": \\\"B002BG5E98\\\", \\\"price\\\": \\\"$14.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Piatnik 00 1650 Classic Cars Playing Cards\\\", \\\"asin\\\": \\\"B01AG29C4G\\\", \\\"price\\\": \\\"$18.93\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 1 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Williams by Bachmann E-Z Street 16\\\\\\\" Diameter Curved Track 4 Per Card - O Scale\\\", \\\"asin\\\": \\\"B004WUHMXW\\\", \\\"price\\\": \\\"$27.35\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"E-Z Street 2.5\\\\\\\" Curve To Curve Track 4 Per Card - O Scale\\\", \\\"asin\\\": \\\"B004WUHNAY\\\", \\\"price\\\": \\\"$29.27\\\", \\\"delivery\\\": \\\"FREE delivery Apr 25 - 29 Only 2 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Williams by Bachmann E-Z Street 2.5\\\\\\\" Straight To Curve Track 4 Per Card - O Scale\\\", \\\"asin\\\": \\\"B004WUHN68\\\", \\\"price\\\": \\\"$24.13\\\", \\\"delivery\\\": \\\"FREE delivery May 1 - 2 Or fastest delivery Apr 24 - 29 Only 4 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"E-Z Street 21\\\\\\\" Diameter Curved Track 4 Per Card - O Scale\\\", \\\"asin\\\": \\\"B004WUHMZU\\\", \\\"price\\\": \\\"$21.50\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Williams by Bachmann E-Z Street 10\\\\\\\" Straight Track 4 Per Card - O Scale\\\", \\\"asin\\\": \\\"B004WUHNNG\\\", \\\"price\\\": \\\"$31.79\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 5 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"E-Z Street 2.5\\\\\\\" Straight To Straight Track 4 Per Card - O Scale\\\", \\\"asin\\\": \\\"B004WUHN0O\\\", \\\"price\\\": \\\"$22.79\\\", \\\"delivery\\\": \\\"FREE delivery May 5 - 6\\\"},\\n {\\\"title\\\": \\\"E-Z Street 5\\\\\\\" Straight Track 4 Per Card - O Scale\\\", \\\"asin\\\": \\\"B004WUHNHW\\\", \\\"price\\\": \\\"$30.89\\\", \\\"delivery\\\": \\\"FREE delivery May 5 - 6\\\"},\\n {\\\"title\\\": \\\"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P3LG6IQ\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P3LF47K\\\", \\\"price\\\": \\\"$3.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P3LJU16\\\", \\\"price\\\": \\\"$3.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P3L5T16\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Pennsylvania Rail Road Station, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P6SIQXO\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail-Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P4USGB6\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail Road Station Newport, New Hampshire NH Original Antique Postcard\\\", \\\"asin\\\": \\\"B00PCNJDK8\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"The Strasburg rail road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\\\", \\\"asin\\\": \\\"B00P6RMO74\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"The Strasburg Rail Road - Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\\\", \\\"asin\\\": \\\"B00P6RMT06\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Along the Erie Rail Road Railroad Scenic Original Antique Postcard 1916\\\", \\\"asin\\\": \\\"B085HDF5KV\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\\\", \\\"asin\\\": \\\"B00P890S1O\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Western Pacific Rail Road Company Trains Railroad Original Vintage Postcard\\\", \\\"asin\\\": \\\"B082GJVNQX\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"The Strasburg Rail Road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\\\", \\\"asin\\\": \\\"B00P3LNG0M\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Pennsylvania Rail Road, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P6SJ9AI\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Levee with Elevated Rail Road St. Louis, Missouri MO Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P9LJTEI\\\", \\\"price\\\": \\\"$8.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Narragansett Pier Rail Road Company Peace Dale, Rhode Island RI Original Vintage Postcard\\\", \\\"asin\\\": \\\"B00P5EY9QW\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Ravensburger Rivers, Roads & Rails - Children's Game\\\", \\\"asin\\\": \\\"B00001OX05\\\", \\\"delivery\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Rail Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\\\", \\\"asin\\\": \\\"B00PB8YYM6\\\", \\\"price\\\": \\\"$8.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Pennsylvania Rail Road Station Pittsburgh PA Original Antique Postcard\\\", \\\"asin\\\": \\\"B0BKYV3SVZ\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Frisco Line rail road box car Trains Railroad Original Antique Postcard\\\", \\\"asin\\\": \\\"B08NZDYCYG\\\", \\\"price\\\": \\\"$24.99\\\", \\\"delivery\\\": \\\"$7 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"New York Central Rail Road Station Oswego NY Original Antique Postcard 1910\\\", \\\"asin\\\": \\\"B00Q478UB4\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail Road Hospital Sacramento, California CA Original Antique Postcard\\\", \\\"asin\\\": \\\"B085J32LTH\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"High Bridge - Southern Pacific Rail Road Railroad Scenic Original Antique Postcard\\\", \\\"asin\\\": \\\"B01LY8208X\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\\\", \\\"asin\\\": \\\"B00PCNPNNE\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail Road Station Orange, Massachusetts MA Original Antique Postcard 1915\\\", \\\"asin\\\": \\\"B0778JM49V\\\", \\\"price\\\": \\\"$17.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\\\", \\\"asin\\\": \\\"B0BKYWHJ3Q\\\", \\\"price\\\": \\\"$14.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Rail Road Station, Santa's Large Train, Santa Claus Land Santa Claus, Indiana IN Original Antique Postcard\\\", \\\"asin\\\": \\\"B00P9L19BO\\\", \\\"price\\\": \\\"$6.99\\\", \\\"delivery\\\": \\\"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Southern Pacific Rail Road Depot Palo Alto, California CA Original Vintage Postcard\\\", \\\"asin\\\": \\\"B07FXXX333\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\\\", \\\"asin\\\": \\\"B014QW2GWC\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Umgeni River, Rail & Road Bridges Natal, South Africa Original Antique Postcard\\\", \\\"asin\\\": \\\"B08Y9199CQ\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Electric Rail Road Station - Lima - Chorrillos - Lima Lima, Peru Original Antique Postcard\\\", \\\"asin\\\": \\\"B09XXHD4SK\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\\\", \\\"asin\\\": \\\"B085HDVGH2\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\\\", \\\"asin\\\": \\\"B085J39ZPT\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\\\"},\\n {\\\"title\\\": \\\"Zhanmai 200 Pcs Bulk Plan of Salvation Cards Gospel Tracts Pocket Holy Postcards Prayer Cards Christian Inspirational Bible Verses Wallet Planner Bookmark for Men Women Teens Ministering Tool\\\", \\\"asin\\\": \\\"B0CFY3L754\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"L. Frank Baum\\\\u2019s Oz Playing Cards - 54-Card Poker Deck with Original Artwork from The 1900 Book (Beige)\\\", \\\"asin\\\": \\\"B07HGDCHN7\\\", \\\"price\\\": \\\"$19.00\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28Or fastest delivery Apr 23 - 25\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":975,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"American Crew Men's Hair Fiber, Like Hair Gel with High Hold & Low Shine, 3 oz\", \"asin\": \"B0BQCTF5BW\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\", \"quantity\": \"\"},\n {\"title\": \"Veet Hair Removal Cream For Men, 5 Min Sensitive Skin, Hair Removal Gel For Body, Chest & Back, Dermatologically Tested, 13.5 FL OZ w/ Spatula\", \"asin\": \"B09321LDK8\", \"price\": \"$10.11\", \"quantity\": \"\"},\n {\"title\": \"Hanz de Fuko Claymation \\u2013 Premium Men\\u2019s Hair Styling Clay \\u2013 Super High Hold, Matte Finish \\u2013 2 oz\", \"asin\": \"7178679743\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Gillette SkinGuard Men's Razor Blades, 8 Blade Refills\", \"asin\": \"B07K6N3LCM\", \"price\": \"$27.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"PlayMonster Five Crowns \\u2014 The Game Isn't Over Until the Kings Go Wild! \\u2014 5 Suited Rummy-Style Card Game \\u2014 For Ages 8+\", \"asin\": \"B00000IV35\", \"price\": \"$8.79\", \"quantity\": \"\"},\n {\"title\": \"Duracell Coppertop C Batteries, 4 Count Pack, C Battery with Long-lasting Power, All-Purpose Alkaline C Battery for Household and Office Devices\", \"asin\": \"B00000JHQC\", \"price\": \"$8.97\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:24:21.531Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\\\", \\\"asin\\\": \\\"B0795XF6MS\\\", \\\"price\\\": \\\"$26.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\\\", \\\"asin\\\": \\\"B074K5BDJL\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\\\", \\\"asin\\\": \\\"B0CLWZ7MB2\\\", \\\"price\\\": \\\"$29.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"American Crew Men's Hair Fiber, Like Hair Gel with High Hold & Low Shine, 3 oz\\\", \\\"asin\\\": \\\"B0BQCTF5BW\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\\\", \\\"asin\\\": \\\"B0743KVCJC\\\", \\\"price\\\": \\\"$32.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Veet Hair Removal Cream For Men, 5 Min Sensitive Skin, Hair Removal Gel For Body, Chest & Back, Dermatologically Tested, 13.5 FL OZ w/ Spatula\\\", \\\"asin\\\": \\\"B09321LDK8\\\", \\\"price\\\": \\\"$10.11\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Hanz de Fuko Claymation \\\\u2013 Premium Men\\\\u2019s Hair Styling Clay \\\\u2013 Super High Hold, Matte Finish \\\\u2013 2 oz\\\", \\\"asin\\\": \\\"7178679743\\\", \\\"price\\\": \\\"$24.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Gillette SkinGuard Men's Razor Blades, 8 Blade Refills\\\", \\\"asin\\\": \\\"B07K6N3LCM\\\", \\\"price\\\": \\\"$27.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\\\", \\\"asin\\\": \\\"B0BZQTSBWZ\\\", \\\"price\\\": \\\"$37.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\\\", \\\"asin\\\": \\\"B09SDKSXLZ\\\", \\\"price\\\": \\\"$7.60\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\\\", \\\"asin\\\": \\\"B0BZDPFH45\\\", \\\"price\\\": \\\"$49.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"B0CLWH333W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PlayMonster Five Crowns \\\\u2014 The Game Isn't Over Until the Kings Go Wild! \\\\u2014 5 Suited Rummy-Style Card Game \\\\u2014 For Ages 8+\\\", \\\"asin\\\": \\\"B00000IV35\\\", \\\"price\\\": \\\"$8.79\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Duracell Coppertop C Batteries, 4 Count Pack, C Battery with Long-lasting Power, All-Purpose Alkaline C Battery for Household and Office Devices\\\", \\\"asin\\\": \\\"B00000JHQC\\\", \\\"price\\\": \\\"$8.97\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Color\\\": \\\"1-2 Decks\\\"}]},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:24:21.531Z"},"reward_model.ground_truth.action":{"kind":"string","value":"purchase"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"B09Q69K331, B01FFOY006"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:24:21.531Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":975,"string":"975"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:24:21.531Z"},"extra_info.answer.action":{"kind":"string","value":"purchase"},"extra_info.answer.action_argument":{"kind":"string","value":"B09Q69K331, B01FFOY006"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"American Crew Men's Hair Fiber, Like Hair Gel with High Hold & Low Shine, 3 oz\", \"asin\": \"B0BQCTF5BW\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\", \"quantity\": \"\"},\n {\"title\": \"Veet Hair Removal Cream For Men, 5 Min Sensitive Skin, Hair Removal Gel For Body, Chest & Back, Dermatologically Tested, 13.5 FL OZ w/ Spatula\", \"asin\": \"B09321LDK8\", \"price\": \"$10.11\", \"quantity\": \"\"},\n {\"title\": \"Hanz de Fuko Claymation \\u2013 Premium Men\\u2019s Hair Styling Clay \\u2013 Super High Hold, Matte Finish \\u2013 2 oz\", \"asin\": \"7178679743\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Gillette SkinGuard Men's Razor Blades, 8 Blade Refills\", \"asin\": \"B07K6N3LCM\", \"price\": \"$27.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"PlayMonster Five Crowns \\u2014 The Game Isn't Over Until the Kings Go Wild! \\u2014 5 Suited Rummy-Style Card Game \\u2014 For Ages 8+\", \"asin\": \"B00000IV35\", \"price\": \"$8.79\", \"quantity\": \"\"},\n {\"title\": \"Duracell Coppertop C Batteries, 4 Count Pack, C Battery with Long-lasting Power, All-Purpose Alkaline C Battery for Household and Office Devices\", \"asin\": \"B00000JHQC\", \"price\": \"$8.97\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:24:21.531Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"purchase B09Q69K331, B01FFOY006 \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"purchase B09Q69K331, B01FFOY006 \",\n \"index\": 975,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\\\", \\\"asin\\\": \\\"B0795XF6MS\\\", \\\"price\\\": \\\"$26.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\\\", \\\"asin\\\": \\\"B074K5BDJL\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\\\", \\\"asin\\\": \\\"B0CLWZ7MB2\\\", \\\"price\\\": \\\"$29.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"American Crew Men's Hair Fiber, Like Hair Gel with High Hold & Low Shine, 3 oz\\\", \\\"asin\\\": \\\"B0BQCTF5BW\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\\\", \\\"asin\\\": \\\"B0743KVCJC\\\", \\\"price\\\": \\\"$32.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Veet Hair Removal Cream For Men, 5 Min Sensitive Skin, Hair Removal Gel For Body, Chest & Back, Dermatologically Tested, 13.5 FL OZ w/ Spatula\\\", \\\"asin\\\": \\\"B09321LDK8\\\", \\\"price\\\": \\\"$10.11\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Hanz de Fuko Claymation \\\\u2013 Premium Men\\\\u2019s Hair Styling Clay \\\\u2013 Super High Hold, Matte Finish \\\\u2013 2 oz\\\", \\\"asin\\\": \\\"7178679743\\\", \\\"price\\\": \\\"$24.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Gillette SkinGuard Men's Razor Blades, 8 Blade Refills\\\", \\\"asin\\\": \\\"B07K6N3LCM\\\", \\\"price\\\": \\\"$27.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\\\", \\\"asin\\\": \\\"B0BZQTSBWZ\\\", \\\"price\\\": \\\"$37.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\\\", \\\"asin\\\": \\\"B09SDKSXLZ\\\", \\\"price\\\": \\\"$7.60\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\\\", \\\"asin\\\": \\\"B0BZDPFH45\\\", \\\"price\\\": \\\"$49.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"B0CLWH333W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PlayMonster Five Crowns \\\\u2014 The Game Isn't Over Until the Kings Go Wild! \\\\u2014 5 Suited Rummy-Style Card Game \\\\u2014 For Ages 8+\\\", \\\"asin\\\": \\\"B00000IV35\\\", \\\"price\\\": \\\"$8.79\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Duracell Coppertop C Batteries, 4 Count Pack, C Battery with Long-lasting Power, All-Purpose Alkaline C Battery for Household and Office Devices\\\", \\\"asin\\\": \\\"B00000JHQC\\\", \\\"price\\\": \\\"$8.97\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Color\\\": \\\"1-2 Decks\\\"}]},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":976,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:26:53.417Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:26:53.417Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"suggested_term"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:26:53.417Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":976,"string":"976"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:26:53.417Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"suggested_term"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:26:53.417Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click suggested_term \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click suggested_term \",\n \"index\": 976,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":977,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"cabin air filter subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car \", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX \", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories \", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack 72880-FL000 HEPA Cabin Air Filter Fits for Subaru Forester 2.5L 2024 2023 2022 2021 2020 2019 Cabin Filter Replacement \", \"asin\": \"B0BZZ2355B\", \"price\": \"$25.88\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon \", \"asin\": \"B0C9WC6B22\", \"price\": \"$14.29\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n {\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack\", \"asin\": \"B0CXSMD1C4\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"BDFHYK CA12295 Engine Air Filter Compatible with Subaru Ascent Crosstrek Forester Impreza Legacy Outback WRX H4, 2.0L 2.4L 2.5L H4, Replace 16546-AA16A AF5293 A3109C\", \"asin\": \"B0D31LBHQB\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)\", \"asin\": \"B0C9DYZZR1\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7\"},\n {\"title\": \"3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000\", \"asin\": \"B0DRYFH51Y\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon.\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930\", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester\", \"asin\": \"B0DNT4LW8V\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, May 5 on $35 of items shipped by Amazon\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:29:06.445Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"cabin air filter subaru forester 2020\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car \\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX \\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories \\\", \\\"asin\\\": \\\"B0BYH7LJ41\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"4-Pack 72880-FL000 HEPA Cabin Air Filter Fits for Subaru Forester 2.5L 2024 2023 2022 2021 2020 2019 Cabin Filter Replacement \\\", \\\"asin\\\": \\\"B0BZZ2355B\\\", \\\"price\\\": \\\"$25.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon \\\", \\\"asin\\\": \\\"B0C9WC6B22\\\", \\\"price\\\": \\\"$14.29\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\", \\\"delivery\\\": \\\"FREE delivery Sat, Apr 26\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07YMM9MYL\\\", \\\"price\\\": \\\"$15.96\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\\\", \\\"asin\\\": \\\"B0BYH7LJ41\\\", \\\"price\\\": \\\"$18.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\\\", \\\"asin\\\": \\\"B0CYG8YNHF\\\", \\\"price\\\": \\\"$9.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\\\", \\\"asin\\\": \\\"B0CQPH2G2M\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack\\\", \\\"asin\\\": \\\"B0CXSMD1C4\\\", \\\"price\\\": \\\"$13.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\\\", \\\"asin\\\": \\\"B0DC9KJGQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\\\", \\\"asin\\\": \\\"B0979MD868\\\", \\\"price\\\": \\\"$27.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"BDFHYK CA12295 Engine Air Filter Compatible with Subaru Ascent Crosstrek Forester Impreza Legacy Outback WRX H4, 2.0L 2.4L 2.5L H4, Replace 16546-AA16A AF5293 A3109C\\\", \\\"asin\\\": \\\"B0D31LBHQB\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)\\\", \\\"asin\\\": \\\"B0C9DYZZR1\\\", \\\"price\\\": \\\"$19.99\\\", \\\"delivery\\\": \\\"FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7\\\"},\\n {\\\"title\\\": \\\"3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000\\\", \\\"asin\\\": \\\"B0DRYFH51Y\\\", \\\"price\\\": \\\"$24.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\\\", \\\"asin\\\": \\\"B0CC92DG41\\\", \\\"price\\\": \\\"$14.85\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930\\\", \\\"asin\\\": \\\"B08PKF73L8\\\", \\\"price\\\": \\\"$13.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester\\\", \\\"asin\\\": \\\"B0DNT4LW8V\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, May 5 on $35 of items shipped by Amazon\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:29:06.445Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click_product"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"B0CCBVY3BV"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:29:06.445Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":977,"string":"977"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:29:06.445Z"},"extra_info.answer.action":{"kind":"string","value":"click_product"},"extra_info.answer.action_argument":{"kind":"string","value":"B0CCBVY3BV"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"cabin air filter subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car \", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX \", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories \", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack 72880-FL000 HEPA Cabin Air Filter Fits for Subaru Forester 2.5L 2024 2023 2022 2021 2020 2019 Cabin Filter Replacement \", \"asin\": \"B0BZZ2355B\", \"price\": \"$25.88\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon \", \"asin\": \"B0C9WC6B22\", \"price\": \"$14.29\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n {\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack\", \"asin\": \"B0CXSMD1C4\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"BDFHYK CA12295 Engine Air Filter Compatible with Subaru Ascent Crosstrek Forester Impreza Legacy Outback WRX H4, 2.0L 2.4L 2.5L H4, Replace 16546-AA16A AF5293 A3109C\", \"asin\": \"B0D31LBHQB\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)\", \"asin\": \"B0C9DYZZR1\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7\"},\n {\"title\": \"3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000\", \"asin\": \"B0DRYFH51Y\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon.\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930\", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester\", \"asin\": \"B0DNT4LW8V\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, May 5 on $35 of items shipped by Amazon\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:29:06.445Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click_product B0CCBVY3BV \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click_product B0CCBVY3BV \",\n \"index\": 977,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"cabin air filter subaru forester 2020\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car \\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX \\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories \\\", \\\"asin\\\": \\\"B0BYH7LJ41\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"4-Pack 72880-FL000 HEPA Cabin Air Filter Fits for Subaru Forester 2.5L 2024 2023 2022 2021 2020 2019 Cabin Filter Replacement \\\", \\\"asin\\\": \\\"B0BZZ2355B\\\", \\\"price\\\": \\\"$25.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon \\\", \\\"asin\\\": \\\"B0C9WC6B22\\\", \\\"price\\\": \\\"$14.29\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\", \\\"delivery\\\": \\\"FREE delivery Sat, Apr 26\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07YMM9MYL\\\", \\\"price\\\": \\\"$15.96\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\\\", \\\"asin\\\": \\\"B0BYH7LJ41\\\", \\\"price\\\": \\\"$18.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\\\", \\\"asin\\\": \\\"B0CYG8YNHF\\\", \\\"price\\\": \\\"$9.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\\\", \\\"asin\\\": \\\"B0CQPH2G2M\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack\\\", \\\"asin\\\": \\\"B0CXSMD1C4\\\", \\\"price\\\": \\\"$13.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\\\", \\\"asin\\\": \\\"B0DC9KJGQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\\\", \\\"asin\\\": \\\"B0979MD868\\\", \\\"price\\\": \\\"$27.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"BDFHYK CA12295 Engine Air Filter Compatible with Subaru Ascent Crosstrek Forester Impreza Legacy Outback WRX H4, 2.0L 2.4L 2.5L H4, Replace 16546-AA16A AF5293 A3109C\\\", \\\"asin\\\": \\\"B0D31LBHQB\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)\\\", \\\"asin\\\": \\\"B0C9DYZZR1\\\", \\\"price\\\": \\\"$19.99\\\", \\\"delivery\\\": \\\"FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7\\\"},\\n {\\\"title\\\": \\\"3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000\\\", \\\"asin\\\": \\\"B0DRYFH51Y\\\", \\\"price\\\": \\\"$24.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\\\", \\\"asin\\\": \\\"B0CC92DG41\\\", \\\"price\\\": \\\"$14.85\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930\\\", \\\"asin\\\": \\\"B08PKF73L8\\\", \\\"price\\\": \\\"$13.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester\\\", \\\"asin\\\": \\\"B0DNT4LW8V\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, May 5 on $35 of items shipped by Amazon\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":978,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"cabin air filter subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$14.61\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...\", \"asin\": \"B0CM68R9FP\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:29:16.930Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"cabin air filter subaru forester 2020\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0CCBVY3BV\\\"\\n},\\n {\\n \\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\"\\n},\\n {\\n \\\"price\\\": \\\"$14.61\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Style\\\": \\\"BE-277 1-Pack\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\\\", \\\"asin\\\": \\\"B0010E00T6\\\", \\\"price\\\": \\\"$12.56\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\\\", \\\"asin\\\": \\\"B0CC92DG41\\\", \\\"price\\\": \\\"$14.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\\\", \\\"asin\\\": \\\"B01LZ52ISO\\\", \\\"price\\\": \\\"$18.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\\\", \\\"asin\\\": \\\"B0BYH7LJ41\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\\\", \\\"asin\\\": \\\"B0DC9KJGQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\\\", \\\"asin\\\": \\\"B074BHM7S5\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"B08KSPMRMK\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"B072YV45X1\\\", \\\"price\\\": \\\"$29.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\\\\\"/17\\\\\\\"/14\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"/promo/A2HWSQIGSCFENE\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...\\\", \\\"asin\\\": \\\"B0CM68R9FP\\\", \\\"price\\\": \\\"$19.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\\\", \\\"asin\\\": \\\"B0010E00T6\\\", \\\"price\\\": \\\"$12.56\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\\\", \\\"asin\\\": \\\"B0CC92DG41\\\", \\\"price\\\": \\\"$14.85\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\\\", \\\"asin\\\": \\\"B0C6MKGK5R\\\", \\\"price\\\": \\\"$13.61\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:29:16.930Z"},"reward_model.ground_truth.action":{"kind":"string","value":"purchase"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"B0CCBVY3BV"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:29:16.930Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":978,"string":"978"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:29:16.930Z"},"extra_info.answer.action":{"kind":"string","value":"purchase"},"extra_info.answer.action_argument":{"kind":"string","value":"B0CCBVY3BV"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"cabin air filter subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$14.61\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...\", \"asin\": \"B0CM68R9FP\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:29:16.930Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"purchase B0CCBVY3BV \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"purchase B0CCBVY3BV \",\n \"index\": 978,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"cabin air filter subaru forester 2020\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0CCBVY3BV\\\"\\n},\\n {\\n \\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\"\\n},\\n {\\n \\\"price\\\": \\\"$14.61\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Style\\\": \\\"BE-277 1-Pack\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\\\", \\\"asin\\\": \\\"B0010E00T6\\\", \\\"price\\\": \\\"$12.56\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\\\", \\\"asin\\\": \\\"B0CC92DG41\\\", \\\"price\\\": \\\"$14.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\\\", \\\"asin\\\": \\\"B01LZ52ISO\\\", \\\"price\\\": \\\"$18.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\\\", \\\"asin\\\": \\\"B0BYH7LJ41\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\\\", \\\"asin\\\": \\\"B0DC9KJGQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\\\", \\\"asin\\\": \\\"B074BHM7S5\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"B08KSPMRMK\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"B072YV45X1\\\", \\\"price\\\": \\\"$29.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\\\\\"/17\\\\\\\"/14\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"/promo/A2HWSQIGSCFENE\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...\\\", \\\"asin\\\": \\\"B0CM68R9FP\\\", \\\"price\\\": \\\"$19.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\\\", \\\"asin\\\": \\\"B0010E00T6\\\", \\\"price\\\": \\\"$12.56\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\\\", \\\"asin\\\": \\\"B0CC92DG41\\\", \\\"price\\\": \\\"$14.85\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\\\", \\\"asin\\\": \\\"B0C6MKGK5R\\\", \\\"price\\\": \\\"$13.61\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":979,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"5 PLUS\\u00ae Silicone Windshield Wiper Blades Replacement for 2024 2023 2022 2021 2020 2019 SUBARU Forester Wiper Blades(Set of 3),Automotive Replacement Windshield Wiper Blades-26\\\"/17\\\"/14\\\"\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"OEM QUALITY 21\\\" + 19\\\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)\", \"asin\": \"\", \"price\": \"$16.88\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"plusvivo Set of 4 Curved Playing Cards Holders for Seniors Adults - Soild Wood Cards Holders for Playing Cards 13 x 1.9 x 2.4 Inch for Bridge Canasta Strategy Foot and Hand\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Yuanhe 9 Deck Rotating-Revolving Playing Card Tray, Card Holder\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"OEM QUALITY 21\\\" + 19\\\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)\", \"asin\": \"\", \"price\": \"$16.88\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"\", \"price\": \"$23.35\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"\", \"price\": \"$34.95\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"SH50 Replacement Heads Compatible with Phillips Norelco 5000 Replacement Electric Shaving Head Razor Blades\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"SH50 Replacement Heads Compatible with Philips Norelco 5000 Series Shaver S5660/84, S5590/81, S5290/88, S5210/81, HQ8 Blades, 6-pc Pack\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Foil and Cutter for BaBylissPRO Barberology Electric Shaver, Double Foil Shaver Replacement Head Compatible with BaBylissPRO Barberology FXFS2 Razors,Golden\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx \\u3001 QP65xx\\u3001QP66xx\", \"asin\": \"\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \\u2013 QP420.50\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:29:21.185Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$16.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\\\\\"/17\\\\\\\"/14\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$19.86\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\\\\\" 17\\\\\\\" 14\\\\\\\" (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$19.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"5 PLUS\\\\u00ae Silicone Windshield Wiper Blades Replacement for 2024 2023 2022 2021 2020 2019 SUBARU Forester Wiper Blades(Set of 3),Automotive Replacement Windshield Wiper Blades-26\\\\\\\"/17\\\\\\\"/14\\\\\\\"\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$23.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"OEM QUALITY 21\\\\\\\" + 19\\\\\\\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$16.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$16.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Playing Cards, Jumbo Index, 2 Pack\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$5.44\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"plusvivo Set of 4 Curved Playing Cards Holders for Seniors Adults - Soild Wood Cards Holders for Playing Cards 13 x 1.9 x 2.4 Inch for Bridge Canasta Strategy Foot and Hand\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$28.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\\\\\"+17\\\\\\\"+14\\\\\\\" (Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$22.61\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Yuanhe 9 Deck Rotating-Revolving Playing Card Tray, Card Holder\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$16.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$16.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$19.86\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\\\\\"+17\\\\\\\"+14\\\\\\\" (Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$22.61\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\\\\\"/17\\\\\\\"/14\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"OEM QUALITY 21\\\\\\\" + 19\\\\\\\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$16.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$31.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$23.35\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$34.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$34.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$44.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$49.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"SH50 Replacement Heads Compatible with Phillips Norelco 5000 Replacement Electric Shaving Head Razor Blades\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$23.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"SH50 Replacement Heads Compatible with Philips Norelco 5000 Series Shaver S5660/84, S5590/81, S5290/88, S5210/81, HQ8 Blades, 6-pc Pack\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$23.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Replacement Foil and Cutter for BaBylissPRO Barberology Electric Shaver, Double Foil Shaver Replacement Head Compatible with BaBylissPRO Barberology FXFS2 Razors,Golden\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\\\\u3001QP25xx\\\\u3001QP26xx\\\\u3001QP27xx\\\\u3001QP28xx \\\\u3001 QP65xx\\\\u3001QP66xx\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$26.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \\\\u2013 QP420.50\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:29:21.185Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"cart_side_bar"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:29:21.185Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":979,"string":"979"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:29:21.185Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"cart_side_bar"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"5 PLUS\\u00ae Silicone Windshield Wiper Blades Replacement for 2024 2023 2022 2021 2020 2019 SUBARU Forester Wiper Blades(Set of 3),Automotive Replacement Windshield Wiper Blades-26\\\"/17\\\"/14\\\"\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"OEM QUALITY 21\\\" + 19\\\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)\", \"asin\": \"\", \"price\": \"$16.88\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"plusvivo Set of 4 Curved Playing Cards Holders for Seniors Adults - Soild Wood Cards Holders for Playing Cards 13 x 1.9 x 2.4 Inch for Bridge Canasta Strategy Foot and Hand\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Yuanhe 9 Deck Rotating-Revolving Playing Card Tray, Card Holder\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"OEM QUALITY 21\\\" + 19\\\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)\", \"asin\": \"\", \"price\": \"$16.88\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"\", \"price\": \"$23.35\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"\", \"price\": \"$34.95\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"SH50 Replacement Heads Compatible with Phillips Norelco 5000 Replacement Electric Shaving Head Razor Blades\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"SH50 Replacement Heads Compatible with Philips Norelco 5000 Series Shaver S5660/84, S5590/81, S5290/88, S5210/81, HQ8 Blades, 6-pc Pack\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Foil and Cutter for BaBylissPRO Barberology Electric Shaver, Double Foil Shaver Replacement Head Compatible with BaBylissPRO Barberology FXFS2 Razors,Golden\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx \\u3001 QP65xx\\u3001QP66xx\", \"asin\": \"\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \\u2013 QP420.50\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:29:21.185Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click cart_side_bar \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click cart_side_bar \",\n \"index\": 979,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$16.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\\\\\"/17\\\\\\\"/14\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$19.86\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\\\\\" 17\\\\\\\" 14\\\\\\\" (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$19.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"5 PLUS\\\\u00ae Silicone Windshield Wiper Blades Replacement for 2024 2023 2022 2021 2020 2019 SUBARU Forester Wiper Blades(Set of 3),Automotive Replacement Windshield Wiper Blades-26\\\\\\\"/17\\\\\\\"/14\\\\\\\"\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$23.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"OEM QUALITY 21\\\\\\\" + 19\\\\\\\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$16.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$16.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Playing Cards, Jumbo Index, 2 Pack\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$5.44\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"plusvivo Set of 4 Curved Playing Cards Holders for Seniors Adults - Soild Wood Cards Holders for Playing Cards 13 x 1.9 x 2.4 Inch for Bridge Canasta Strategy Foot and Hand\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$28.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\\\\\"+17\\\\\\\"+14\\\\\\\" (Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$22.61\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Yuanhe 9 Deck Rotating-Revolving Playing Card Tray, Card Holder\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$16.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$16.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$19.86\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\\\\\"+17\\\\\\\"+14\\\\\\\" (Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$22.61\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\\\\\"/17\\\\\\\"/14\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"OEM QUALITY 21\\\\\\\" + 19\\\\\\\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$16.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$31.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$23.35\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$34.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$34.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$44.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$49.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"SH50 Replacement Heads Compatible with Phillips Norelco 5000 Replacement Electric Shaving Head Razor Blades\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$23.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"SH50 Replacement Heads Compatible with Philips Norelco 5000 Series Shaver S5660/84, S5590/81, S5290/88, S5210/81, HQ8 Blades, 6-pc Pack\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$23.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Replacement Foil and Cutter for BaBylissPRO Barberology Electric Shaver, Double Foil Shaver Replacement Head Compatible with BaBylissPRO Barberology FXFS2 Razors,Golden\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\\\\u3001QP25xx\\\\u3001QP26xx\\\\u3001QP27xx\\\\u3001QP28xx \\\\u3001 QP65xx\\\\u3001QP66xx\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$26.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \\\\u2013 QP420.50\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":980,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Braun Clean & Renew Refill Cartridges CCR, Cleans your Shaver for Optimal Hygiene, Removes Residual Hair & Skin Particles, Lemon Scent, 22.8 fl oz (Pack of 4)\", \"asin\": \"B06VXND7JF\", \"price\": \"$23.44\", \"quantity\": \"\"},\n {\"title\": \"BOSCH 6092C HEPA Cabin Air Filter - Compatible with Select Subaru Ascent, Crosstrek, Impreza, Legacy, Outback, Toyota C-HR, Corolla, Prius, Prius AWD-e, Prius Prime, RAV4, RAV4 Prime, Venza\", \"asin\": \"B0864KW8SD\", \"price\": \"$14.07\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"/promo/A20QLAXUIIH7JK\", \"price\": \"$14.50\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"PlayMonster Five Crowns \\u2014 The Game Isn't Over Until the Kings Go Wild! \\u2014 5 Suited Rummy-Style Card Game \\u2014 For Ages 8+\", \"asin\": \"B00000IV35\", \"price\": \"$8.79\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"BE-277 1-Pack\"}]},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:29:28.090Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\\\", \\\"asin\\\": \\\"B075TKKCTM\\\", \\\"price\\\": \\\"$49.84\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Braun Clean & Renew Refill Cartridges CCR, Cleans your Shaver for Optimal Hygiene, Removes Residual Hair & Skin Particles, Lemon Scent, 22.8 fl oz (Pack of 4)\\\", \\\"asin\\\": \\\"B06VXND7JF\\\", \\\"price\\\": \\\"$23.44\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"BOSCH 6092C HEPA Cabin Air Filter - Compatible with Select Subaru Ascent, Crosstrek, Impreza, Legacy, Outback, Toyota C-HR, Corolla, Prius, Prius AWD-e, Prius Prime, RAV4, RAV4 Prime, Venza\\\", \\\"asin\\\": \\\"B0864KW8SD\\\", \\\"price\\\": \\\"$14.07\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Layrite Natural Matte Cream Oz\\\", \\\"asin\\\": \\\"/promo/A3IIQ1IEWUTX17\\\", \\\"price\\\": \\\"$24.50\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\\\", \\\"asin\\\": \\\"B0795XF6MS\\\", \\\"price\\\": \\\"$26.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"/promo/A20QLAXUIIH7JK\\\", \\\"price\\\": \\\"$14.50\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Playing Cards, Jumbo Index, 2 Pack\\\", \\\"asin\\\": \\\"B000BUUTJ6\\\", \\\"price\\\": \\\"$5.44\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"B08KSPMRMK\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\\\", \\\"asin\\\": \\\"B09SDKSXLZ\\\", \\\"price\\\": \\\"$7.60\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\\\", \\\"asin\\\": \\\"B078BF27BF\\\", \\\"price\\\": \\\"$27.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PlayMonster Five Crowns \\\\u2014 The Game Isn't Over Until the Kings Go Wild! \\\\u2014 5 Suited Rummy-Style Card Game \\\\u2014 For Ages 8+\\\", \\\"asin\\\": \\\"B00000IV35\\\", \\\"price\\\": \\\"$8.79\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"B0CLWH333W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Style\\\": \\\"BE-277 1-Pack\\\"}]},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Color\\\": \\\"1-2 Decks\\\"}]},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:29:28.090Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"suggested_term"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:29:28.090Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":980,"string":"980"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:29:28.090Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"suggested_term"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Braun Clean & Renew Refill Cartridges CCR, Cleans your Shaver for Optimal Hygiene, Removes Residual Hair & Skin Particles, Lemon Scent, 22.8 fl oz (Pack of 4)\", \"asin\": \"B06VXND7JF\", \"price\": \"$23.44\", \"quantity\": \"\"},\n {\"title\": \"BOSCH 6092C HEPA Cabin Air Filter - Compatible with Select Subaru Ascent, Crosstrek, Impreza, Legacy, Outback, Toyota C-HR, Corolla, Prius, Prius AWD-e, Prius Prime, RAV4, RAV4 Prime, Venza\", \"asin\": \"B0864KW8SD\", \"price\": \"$14.07\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"/promo/A20QLAXUIIH7JK\", \"price\": \"$14.50\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"PlayMonster Five Crowns \\u2014 The Game Isn't Over Until the Kings Go Wild! \\u2014 5 Suited Rummy-Style Card Game \\u2014 For Ages 8+\", \"asin\": \"B00000IV35\", \"price\": \"$8.79\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"BE-277 1-Pack\"}]},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:29:28.090Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click suggested_term \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click suggested_term \",\n \"index\": 980,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\\\", \\\"asin\\\": \\\"B075TKKCTM\\\", \\\"price\\\": \\\"$49.84\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Braun Clean & Renew Refill Cartridges CCR, Cleans your Shaver for Optimal Hygiene, Removes Residual Hair & Skin Particles, Lemon Scent, 22.8 fl oz (Pack of 4)\\\", \\\"asin\\\": \\\"B06VXND7JF\\\", \\\"price\\\": \\\"$23.44\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"BOSCH 6092C HEPA Cabin Air Filter - Compatible with Select Subaru Ascent, Crosstrek, Impreza, Legacy, Outback, Toyota C-HR, Corolla, Prius, Prius AWD-e, Prius Prime, RAV4, RAV4 Prime, Venza\\\", \\\"asin\\\": \\\"B0864KW8SD\\\", \\\"price\\\": \\\"$14.07\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Layrite Natural Matte Cream Oz\\\", \\\"asin\\\": \\\"/promo/A3IIQ1IEWUTX17\\\", \\\"price\\\": \\\"$24.50\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\\\", \\\"asin\\\": \\\"B0795XF6MS\\\", \\\"price\\\": \\\"$26.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"/promo/A20QLAXUIIH7JK\\\", \\\"price\\\": \\\"$14.50\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Playing Cards, Jumbo Index, 2 Pack\\\", \\\"asin\\\": \\\"B000BUUTJ6\\\", \\\"price\\\": \\\"$5.44\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"B08KSPMRMK\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\\\", \\\"asin\\\": \\\"B09SDKSXLZ\\\", \\\"price\\\": \\\"$7.60\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\\\", \\\"asin\\\": \\\"B078BF27BF\\\", \\\"price\\\": \\\"$27.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PlayMonster Five Crowns \\\\u2014 The Game Isn't Over Until the Kings Go Wild! \\\\u2014 5 Suited Rummy-Style Card Game \\\\u2014 For Ages 8+\\\", \\\"asin\\\": \\\"B00000IV35\\\", \\\"price\\\": \\\"$8.79\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"B0CLWH333W\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Style\\\": \\\"BE-277 1-Pack\\\"}]},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Color\\\": \\\"1-2 Decks\\\"}]},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":981,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"cabin air filter subaru forester 2020\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon\", \"asin\": \"B0C9WC6B22\", \"price\": \"$14.29\", \"quantity\": \"\"},\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n {\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"PureFlow HEPA Cabin Air Filter PC99497HX | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B004HO7Q8O\", \"price\": \"$23.78\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 3 left in stock - order soon.\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack\", \"asin\": \"B0CXSMD1C4\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)\", \"asin\": \"B0C9DYZZR1\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7\"},\n {\"title\": \"3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000\", \"asin\": \"B0DRYFH51Y\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon.\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930\", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:29:30.377Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"cabin air filter subaru forester 2020\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon\\\", \\\"asin\\\": \\\"B0C9WC6B22\\\", \\\"price\\\": \\\"$14.29\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0C4F3BG68\\\", \\\"price\\\": \\\"$23.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\\\", \\\"asin\\\": \\\"B0BYH7LJ41\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\", \\\"delivery\\\": \\\"FREE delivery Sat, Apr 26\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07YMM9MYL\\\", \\\"price\\\": \\\"$15.96\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\\\", \\\"asin\\\": \\\"B0CQPH2G2M\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"PureFlow HEPA Cabin Air Filter PC99497HX | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B004HO7Q8O\\\", \\\"price\\\": \\\"$23.78\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 3 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\\\", \\\"asin\\\": \\\"B0BYH7LJ41\\\", \\\"price\\\": \\\"$18.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\\\", \\\"asin\\\": \\\"B0CYG8YNHF\\\", \\\"price\\\": \\\"$9.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack\\\", \\\"asin\\\": \\\"B0CXSMD1C4\\\", \\\"price\\\": \\\"$13.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\\\", \\\"asin\\\": \\\"B0DC9KJGQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\\\", \\\"asin\\\": \\\"B0979MD868\\\", \\\"price\\\": \\\"$27.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)\\\", \\\"asin\\\": \\\"B0C9DYZZR1\\\", \\\"price\\\": \\\"$19.99\\\", \\\"delivery\\\": \\\"FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7\\\"},\\n {\\\"title\\\": \\\"3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000\\\", \\\"asin\\\": \\\"B0DRYFH51Y\\\", \\\"price\\\": \\\"$24.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\\\", \\\"asin\\\": \\\"B0CC92DG41\\\", \\\"price\\\": \\\"$14.85\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930\\\", \\\"asin\\\": \\\"B08PKF73L8\\\", \\\"price\\\": \\\"$13.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:29:30.377Z"},"reward_model.ground_truth.action":{"kind":"string","value":"input"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"cabin air filter subaru forester 2020"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:29:30.377Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":981,"string":"981"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:29:30.377Z"},"extra_info.answer.action":{"kind":"string","value":"input"},"extra_info.answer.action_argument":{"kind":"string","value":"cabin air filter subaru forester 2020"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"cabin air filter subaru forester 2020\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon\", \"asin\": \"B0C9WC6B22\", \"price\": \"$14.29\", \"quantity\": \"\"},\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n {\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"PureFlow HEPA Cabin Air Filter PC99497HX | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B004HO7Q8O\", \"price\": \"$23.78\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 3 left in stock - order soon.\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack\", \"asin\": \"B0CXSMD1C4\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)\", \"asin\": \"B0C9DYZZR1\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7\"},\n {\"title\": \"3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000\", \"asin\": \"B0DRYFH51Y\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon.\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930\", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:29:30.377Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"input cabin air filter subaru forester 2020 \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"input cabin air filter subaru forester 2020 \",\n \"index\": 981,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"cabin air filter subaru forester 2020\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon\\\", \\\"asin\\\": \\\"B0C9WC6B22\\\", \\\"price\\\": \\\"$14.29\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0C4F3BG68\\\", \\\"price\\\": \\\"$23.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\\\", \\\"asin\\\": \\\"B0BYH7LJ41\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\", \\\"delivery\\\": \\\"FREE delivery Sat, Apr 26\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07YMM9MYL\\\", \\\"price\\\": \\\"$15.96\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\\\", \\\"asin\\\": \\\"B0CQPH2G2M\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"PureFlow HEPA Cabin Air Filter PC99497HX | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B004HO7Q8O\\\", \\\"price\\\": \\\"$23.78\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 3 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\\\", \\\"asin\\\": \\\"B0BYH7LJ41\\\", \\\"price\\\": \\\"$18.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\\\", \\\"asin\\\": \\\"B0CYG8YNHF\\\", \\\"price\\\": \\\"$9.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack\\\", \\\"asin\\\": \\\"B0CXSMD1C4\\\", \\\"price\\\": \\\"$13.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\\\", \\\"asin\\\": \\\"B0DC9KJGQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\\\", \\\"asin\\\": \\\"B0979MD868\\\", \\\"price\\\": \\\"$27.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)\\\", \\\"asin\\\": \\\"B0C9DYZZR1\\\", \\\"price\\\": \\\"$19.99\\\", \\\"delivery\\\": \\\"FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7\\\"},\\n {\\\"title\\\": \\\"3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000\\\", \\\"asin\\\": \\\"B0DRYFH51Y\\\", \\\"price\\\": \\\"$24.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\\\", \\\"asin\\\": \\\"B0CC92DG41\\\", \\\"price\\\": \\\"$14.85\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930\\\", \\\"asin\\\": \\\"B08PKF73L8\\\", \\\"price\\\": \\\"$13.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":982,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models. \", \"asin\": \"B0BZDM8HPX\", \"price\": \"$9.59\", \"quantity\": \"\"},\n {\"title\": \"Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007) \", \"asin\": \"B0D78H4QY6\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A \", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel \", \"asin\": \"B0CSS165BK\", \"price\": \"$12.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\",\n \"asin\": \"B07JBXL5NN\"\n}\n ],\n \"search_results\": [\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models.\", \"asin\": \"B0BZDM8HPX\", \"price\": \"$9.59\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel\", \"asin\": \"B0CSS165BK\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"ECOGARD XA11536 Premium Engine Air Filter Fits 2019\\u20132026 Subaru Forester, 2018\\u20132026 Crosstrek, 2020\\u20132025 Outback, 2019\\u20132025 Ascent, 2017\\u20132025 Impreza, 2021\\u20132026 Crosstrek, 2020\\u20132025 Legacy\", \"asin\": \"B07FK6DZQX\", \"price\": \"$27.59\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"16546AA16A Engine Air Filter for Subaru 2020-2024 Outback Legacy, 2019-2024 Forester, 2018-2024 Impreza Crosstrek WRX, 2019-2023 Ascent\", \"asin\": \"B0DBLSS5PX\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"A-Premium 2-PC Engine Air Filter Compatible with Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel, Replace# 16546-AA16A\", \"asin\": \"B0BLYRFD8Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"EPAuto GP295 (CA12295) Engine Air Filter, Replacement for Subaru Forester, Crosstrek, Ascent, Legacy, Outback, Impreza, WRX (2017\\u20132024) \\u2013 Fits 2.0L, 2.4L, 2.5L Gas & Hybrid Engines\", \"asin\": \"B0DFRZB24C\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Engine Air Filter CA12295 16546-AA16A Air Filter for Subaru 2019-2023 Ascent, 2018-2023 Crosstrek, 2019-2023 Forester, 2017-2023 Impreza, 2020-2023 Legacy, 2020-2023 Outback, 2022-2023 Wrx\", \"asin\": \"B0D2966X4G\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"KAX Engine Air Filter, CA12295 Replacement for Subaru Crosstrek 2018-2023, Forester 2019-2023, Outback 2020-2023, Impreza 2017-2023, Ascent, Legacy, WRX, Advanced Air Filter Media\", \"asin\": \"B0CT7TLSMT\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery May 12 - Jun 3 Or fastest delivery Wed, Apr 23 Only 1 left in stock - order soon.\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064\", \"asin\": \"B0DHHLP1Q2\", \"price\": \"$19.73\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007)\", \"asin\": \"B0D78H4QY6\", \"price\": \"$9.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester\", \"asin\": \"B0DNT4LW8V\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, May 5 on $35 of items shipped by Amazon\"},\n {\"title\": \"Engine Air Filter for ASCENT(2025-2019), CROSSTREK(2025-2018), FORESTER(2025-2019), IMPREZA(2025-2017), LEGACY(2025-2020), OUTBACK(2025-2020), WRX(2025-2022),Replacement for 16546AA16A\", \"asin\": \"B0C84QF2R5\", \"price\": \"$12.86\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:30:11.876Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"engine air filter subaru forester 2020\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models. \\\", \\\"asin\\\": \\\"B0BZDM8HPX\\\", \\\"price\\\": \\\"$9.59\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007) \\\", \\\"asin\\\": \\\"B0D78H4QY6\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A \\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel \\\", \\\"asin\\\": \\\"B0CSS165BK\\\", \\\"price\\\": \\\"$12.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"ads\\\": [\\n {\\n \\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\",\\n \\\"asin\\\": \\\"B07JBXL5NN\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"B072YV45X1\\\", \\\"price\\\": \\\"$29.00\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0C4F3BG68\\\", \\\"price\\\": \\\"$23.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\\\", \\\"asin\\\": \\\"B0BLYPPNVN\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models.\\\", \\\"asin\\\": \\\"B0BZDM8HPX\\\", \\\"price\\\": \\\"$9.59\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel\\\", \\\"asin\\\": \\\"B0CSS165BK\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA11536 Premium Engine Air Filter Fits 2019\\\\u20132026 Subaru Forester, 2018\\\\u20132026 Crosstrek, 2020\\\\u20132025 Outback, 2019\\\\u20132025 Ascent, 2017\\\\u20132025 Impreza, 2021\\\\u20132026 Crosstrek, 2020\\\\u20132025 Legacy\\\", \\\"asin\\\": \\\"B07FK6DZQX\\\", \\\"price\\\": \\\"$27.59\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"16546AA16A Engine Air Filter for Subaru 2020-2024 Outback Legacy, 2019-2024 Forester, 2018-2024 Impreza Crosstrek WRX, 2019-2023 Ascent\\\", \\\"asin\\\": \\\"B0DBLSS5PX\\\", \\\"price\\\": \\\"$14.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B001C6Q34S\\\", \\\"price\\\": \\\"$14.50\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"A-Premium 2-PC Engine Air Filter Compatible with Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel, Replace# 16546-AA16A\\\", \\\"asin\\\": \\\"B0BLYRFD8Y\\\", \\\"price\\\": \\\"$21.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"EPAuto GP295 (CA12295) Engine Air Filter, Replacement for Subaru Forester, Crosstrek, Ascent, Legacy, Outback, Impreza, WRX (2017\\\\u20132024) \\\\u2013 Fits 2.0L, 2.4L, 2.5L Gas & Hybrid Engines\\\", \\\"asin\\\": \\\"B0DFRZB24C\\\", \\\"price\\\": \\\"$12.87\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Engine Air Filter CA12295 16546-AA16A Air Filter for Subaru 2019-2023 Ascent, 2018-2023 Crosstrek, 2019-2023 Forester, 2017-2023 Impreza, 2020-2023 Legacy, 2020-2023 Outback, 2022-2023 Wrx\\\", \\\"asin\\\": \\\"B0D2966X4G\\\", \\\"price\\\": \\\"$14.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"KAX Engine Air Filter, CA12295 Replacement for Subaru Crosstrek 2018-2023, Forester 2019-2023, Outback 2020-2023, Impreza 2017-2023, Ascent, Legacy, WRX, Advanced Air Filter Media\\\", \\\"asin\\\": \\\"B0CT7TLSMT\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"FREE delivery May 12 - Jun 3 Or fastest delivery Wed, Apr 23 Only 1 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064\\\", \\\"asin\\\": \\\"B0DHHLP1Q2\\\", \\\"price\\\": \\\"$19.73\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007)\\\", \\\"asin\\\": \\\"B0D78H4QY6\\\", \\\"price\\\": \\\"$9.85\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester\\\", \\\"asin\\\": \\\"B0DNT4LW8V\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, May 5 on $35 of items shipped by Amazon\\\"},\\n {\\\"title\\\": \\\"Engine Air Filter for ASCENT(2025-2019), CROSSTREK(2025-2018), FORESTER(2025-2019), IMPREZA(2025-2017), LEGACY(2025-2020), OUTBACK(2025-2020), WRX(2025-2022),Replacement for 16546AA16A\\\", \\\"asin\\\": \\\"B0C84QF2R5\\\", \\\"price\\\": \\\"$12.86\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:30:11.876Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"cart_side_bar"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:30:11.876Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":982,"string":"982"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:30:11.876Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"cart_side_bar"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models. \", \"asin\": \"B0BZDM8HPX\", \"price\": \"$9.59\", \"quantity\": \"\"},\n {\"title\": \"Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007) \", \"asin\": \"B0D78H4QY6\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A \", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel \", \"asin\": \"B0CSS165BK\", \"price\": \"$12.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\",\n \"asin\": \"B07JBXL5NN\"\n}\n ],\n \"search_results\": [\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models.\", \"asin\": \"B0BZDM8HPX\", \"price\": \"$9.59\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel\", \"asin\": \"B0CSS165BK\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"ECOGARD XA11536 Premium Engine Air Filter Fits 2019\\u20132026 Subaru Forester, 2018\\u20132026 Crosstrek, 2020\\u20132025 Outback, 2019\\u20132025 Ascent, 2017\\u20132025 Impreza, 2021\\u20132026 Crosstrek, 2020\\u20132025 Legacy\", \"asin\": \"B07FK6DZQX\", \"price\": \"$27.59\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"16546AA16A Engine Air Filter for Subaru 2020-2024 Outback Legacy, 2019-2024 Forester, 2018-2024 Impreza Crosstrek WRX, 2019-2023 Ascent\", \"asin\": \"B0DBLSS5PX\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"A-Premium 2-PC Engine Air Filter Compatible with Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel, Replace# 16546-AA16A\", \"asin\": \"B0BLYRFD8Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"EPAuto GP295 (CA12295) Engine Air Filter, Replacement for Subaru Forester, Crosstrek, Ascent, Legacy, Outback, Impreza, WRX (2017\\u20132024) \\u2013 Fits 2.0L, 2.4L, 2.5L Gas & Hybrid Engines\", \"asin\": \"B0DFRZB24C\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Engine Air Filter CA12295 16546-AA16A Air Filter for Subaru 2019-2023 Ascent, 2018-2023 Crosstrek, 2019-2023 Forester, 2017-2023 Impreza, 2020-2023 Legacy, 2020-2023 Outback, 2022-2023 Wrx\", \"asin\": \"B0D2966X4G\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"KAX Engine Air Filter, CA12295 Replacement for Subaru Crosstrek 2018-2023, Forester 2019-2023, Outback 2020-2023, Impreza 2017-2023, Ascent, Legacy, WRX, Advanced Air Filter Media\", \"asin\": \"B0CT7TLSMT\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery May 12 - Jun 3 Or fastest delivery Wed, Apr 23 Only 1 left in stock - order soon.\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064\", \"asin\": \"B0DHHLP1Q2\", \"price\": \"$19.73\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007)\", \"asin\": \"B0D78H4QY6\", \"price\": \"$9.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester\", \"asin\": \"B0DNT4LW8V\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, May 5 on $35 of items shipped by Amazon\"},\n {\"title\": \"Engine Air Filter for ASCENT(2025-2019), CROSSTREK(2025-2018), FORESTER(2025-2019), IMPREZA(2025-2017), LEGACY(2025-2020), OUTBACK(2025-2020), WRX(2025-2022),Replacement for 16546AA16A\", \"asin\": \"B0C84QF2R5\", \"price\": \"$12.86\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:30:11.876Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click cart_side_bar \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click cart_side_bar \",\n \"index\": 982,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"engine air filter subaru forester 2020\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models. \\\", \\\"asin\\\": \\\"B0BZDM8HPX\\\", \\\"price\\\": \\\"$9.59\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007) \\\", \\\"asin\\\": \\\"B0D78H4QY6\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A \\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel \\\", \\\"asin\\\": \\\"B0CSS165BK\\\", \\\"price\\\": \\\"$12.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"ads\\\": [\\n {\\n \\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\",\\n \\\"asin\\\": \\\"B07JBXL5NN\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"B072YV45X1\\\", \\\"price\\\": \\\"$29.00\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0C4F3BG68\\\", \\\"price\\\": \\\"$23.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\\\", \\\"asin\\\": \\\"B0BLYPPNVN\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models.\\\", \\\"asin\\\": \\\"B0BZDM8HPX\\\", \\\"price\\\": \\\"$9.59\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel\\\", \\\"asin\\\": \\\"B0CSS165BK\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA11536 Premium Engine Air Filter Fits 2019\\\\u20132026 Subaru Forester, 2018\\\\u20132026 Crosstrek, 2020\\\\u20132025 Outback, 2019\\\\u20132025 Ascent, 2017\\\\u20132025 Impreza, 2021\\\\u20132026 Crosstrek, 2020\\\\u20132025 Legacy\\\", \\\"asin\\\": \\\"B07FK6DZQX\\\", \\\"price\\\": \\\"$27.59\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"16546AA16A Engine Air Filter for Subaru 2020-2024 Outback Legacy, 2019-2024 Forester, 2018-2024 Impreza Crosstrek WRX, 2019-2023 Ascent\\\", \\\"asin\\\": \\\"B0DBLSS5PX\\\", \\\"price\\\": \\\"$14.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B001C6Q34S\\\", \\\"price\\\": \\\"$14.50\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"A-Premium 2-PC Engine Air Filter Compatible with Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel, Replace# 16546-AA16A\\\", \\\"asin\\\": \\\"B0BLYRFD8Y\\\", \\\"price\\\": \\\"$21.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"EPAuto GP295 (CA12295) Engine Air Filter, Replacement for Subaru Forester, Crosstrek, Ascent, Legacy, Outback, Impreza, WRX (2017\\\\u20132024) \\\\u2013 Fits 2.0L, 2.4L, 2.5L Gas & Hybrid Engines\\\", \\\"asin\\\": \\\"B0DFRZB24C\\\", \\\"price\\\": \\\"$12.87\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Engine Air Filter CA12295 16546-AA16A Air Filter for Subaru 2019-2023 Ascent, 2018-2023 Crosstrek, 2019-2023 Forester, 2017-2023 Impreza, 2020-2023 Legacy, 2020-2023 Outback, 2022-2023 Wrx\\\", \\\"asin\\\": \\\"B0D2966X4G\\\", \\\"price\\\": \\\"$14.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"KAX Engine Air Filter, CA12295 Replacement for Subaru Crosstrek 2018-2023, Forester 2019-2023, Outback 2020-2023, Impreza 2017-2023, Ascent, Legacy, WRX, Advanced Air Filter Media\\\", \\\"asin\\\": \\\"B0CT7TLSMT\\\", \\\"price\\\": \\\"$12.99\\\", \\\"delivery\\\": \\\"FREE delivery May 12 - Jun 3 Or fastest delivery Wed, Apr 23 Only 1 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064\\\", \\\"asin\\\": \\\"B0DHHLP1Q2\\\", \\\"price\\\": \\\"$19.73\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007)\\\", \\\"asin\\\": \\\"B0D78H4QY6\\\", \\\"price\\\": \\\"$9.85\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester\\\", \\\"asin\\\": \\\"B0DNT4LW8V\\\", \\\"price\\\": \\\"$11.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, May 5 on $35 of items shipped by Amazon\\\"},\\n {\\\"title\\\": \\\"Engine Air Filter for ASCENT(2025-2019), CROSSTREK(2025-2018), FORESTER(2025-2019), IMPREZA(2025-2017), LEGACY(2025-2020), OUTBACK(2025-2020), WRX(2025-2022),Replacement for 16546AA16A\\\", \\\"asin\\\": \\\"B0C84QF2R5\\\", \\\"price\\\": \\\"$12.86\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":983,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:30:15.477Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0CCBVY3BV\\\"\\n},\\n {\\n \\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\"\\n},\\n {\\n \\\"price\\\": \\\"$13.15\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1 \\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Style\\\": \\\"BE-277 1-Pack\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\\\", \\\"asin\\\": \\\"B0BJPJR6Y4\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\\\", \\\"asin\\\": \\\"B0B6F6SRQB\\\", \\\"price\\\": \\\"$15.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\\\", \\\"asin\\\": \\\"B0DFCFSTFL\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\\\", \\\"asin\\\": \\\"B0D77NN1WV\\\", \\\"price\\\": \\\"$17.68\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\\\", \\\"asin\\\": \\\"B0C6MKGK5R\\\", \\\"price\\\": \\\"$13.61\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:30:15.477Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"product_option"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:30:15.477Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":983,"string":"983"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:30:15.477Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"product_option"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:30:15.477Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click product_option \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click product_option \",\n \"index\": 983,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0CCBVY3BV\\\"\\n},\\n {\\n \\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\"\\n},\\n {\\n \\\"price\\\": \\\"$13.15\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1 \\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Style\\\": \\\"BE-277 1-Pack\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\\\", \\\"asin\\\": \\\"B0BJPJR6Y4\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\\\", \\\"asin\\\": \\\"B0B6F6SRQB\\\", \\\"price\\\": \\\"$15.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\\\", \\\"asin\\\": \\\"B0DFCFSTFL\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\\\", \\\"asin\\\": \\\"B0D77NN1WV\\\", \\\"price\\\": \\\"$17.68\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\\\", \\\"asin\\\": \\\"B0C6MKGK5R\\\", \\\"price\\\": \\\"$13.61\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":984,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:30:17.443Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0CCBVY3BV\\\"\\n},\\n {\\n \\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\"\\n},\\n {\\n \\\"price\\\": \\\"$13.15\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1 \\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Style\\\": \\\"BE-277 1-Pack\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\\\", \\\"asin\\\": \\\"B0BJPJR6Y4\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\\\", \\\"asin\\\": \\\"B0B6F6SRQB\\\", \\\"price\\\": \\\"$15.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\\\", \\\"asin\\\": \\\"B0010E00T6\\\", \\\"price\\\": \\\"$12.56\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\\\", \\\"asin\\\": \\\"B074BHM7S5\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\\\", \\\"asin\\\": \\\"B01LZ52ISO\\\", \\\"price\\\": \\\"$18.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\\\u2013 Fits Select Models (2014-2022)\\\", \\\"asin\\\": \\\"B07H45FF82\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\\\", \\\"asin\\\": \\\"B07VHMX2NT\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\\\", \\\"asin\\\": \\\"B0D8NFNCMG\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\\\", \\\"asin\\\": \\\"B0DFCFSTFL\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\\\", \\\"asin\\\": \\\"B0D77NN1WV\\\", \\\"price\\\": \\\"$17.68\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\\\", \\\"asin\\\": \\\"B0C6MKGK5R\\\", \\\"price\\\": \\\"$13.61\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:30:17.443Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"product_option"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:30:17.443Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":984,"string":"984"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:30:17.443Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"product_option"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:30:17.443Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click product_option \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click product_option \",\n \"index\": 984,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0CCBVY3BV\\\"\\n},\\n {\\n \\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\"\\n},\\n {\\n \\\"price\\\": \\\"$13.15\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1 \\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Style\\\": \\\"BE-277 1-Pack\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\\\", \\\"asin\\\": \\\"B0BJPJR6Y4\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\\\", \\\"asin\\\": \\\"B0B6F6SRQB\\\", \\\"price\\\": \\\"$15.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\\\", \\\"asin\\\": \\\"B0010E00T6\\\", \\\"price\\\": \\\"$12.56\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\\\", \\\"asin\\\": \\\"B074BHM7S5\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\\\", \\\"asin\\\": \\\"B01LZ52ISO\\\", \\\"price\\\": \\\"$18.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\\\u2013 Fits Select Models (2014-2022)\\\", \\\"asin\\\": \\\"B07H45FF82\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\\\", \\\"asin\\\": \\\"B07VHMX2NT\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\\\", \\\"asin\\\": \\\"B0D8NFNCMG\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\\\", \\\"asin\\\": \\\"B0DFCFSTFL\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\\\", \\\"asin\\\": \\\"B0D77NN1WV\\\", \\\"price\\\": \\\"$17.68\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\\\", \\\"asin\\\": \\\"B0C6MKGK5R\\\", \\\"price\\\": \\\"$13.61\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":985,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:31:00.611Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0CCBVY3BV\\\"\\n},\\n {\\n \\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\"\\n},\\n {\\n \\\"price\\\": \\\"$13.15\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1 \\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Style\\\": \\\"BE-277 1-Pack\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\\\", \\\"asin\\\": \\\"B0BJPJR6Y4\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\\\", \\\"asin\\\": \\\"B0B6F6SRQB\\\", \\\"price\\\": \\\"$15.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\\\", \\\"asin\\\": \\\"B0010E00T6\\\", \\\"price\\\": \\\"$12.56\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\\\", \\\"asin\\\": \\\"B074BHM7S5\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\\\", \\\"asin\\\": \\\"B01LZ52ISO\\\", \\\"price\\\": \\\"$18.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\\\u2013 Fits Select Models (2014-2022)\\\", \\\"asin\\\": \\\"B07H45FF82\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\\\", \\\"asin\\\": \\\"B07VHMX2NT\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\\\", \\\"asin\\\": \\\"B0D8NFNCMG\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\\\", \\\"asin\\\": \\\"B0DFCFSTFL\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\\\", \\\"asin\\\": \\\"B0D77NN1WV\\\", \\\"price\\\": \\\"$17.68\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\\\", \\\"asin\\\": \\\"B0C6MKGK5R\\\", \\\"price\\\": \\\"$13.61\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:31:00.611Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"other"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:31:00.611Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":985,"string":"985"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:31:00.611Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"other"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:31:00.611Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click other \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click other \",\n \"index\": 985,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0CCBVY3BV\\\"\\n},\\n {\\n \\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\"\\n},\\n {\\n \\\"price\\\": \\\"$13.15\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1 \\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Style\\\": \\\"BE-277 1-Pack\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\\\", \\\"asin\\\": \\\"B0BJPJR6Y4\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\\\", \\\"asin\\\": \\\"B0B6F6SRQB\\\", \\\"price\\\": \\\"$15.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\\\", \\\"asin\\\": \\\"B0010E00T6\\\", \\\"price\\\": \\\"$12.56\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\\\", \\\"asin\\\": \\\"B074BHM7S5\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\\\", \\\"asin\\\": \\\"B01LZ52ISO\\\", \\\"price\\\": \\\"$18.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\\\u2013 Fits Select Models (2014-2022)\\\", \\\"asin\\\": \\\"B07H45FF82\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\\\", \\\"asin\\\": \\\"B07VHMX2NT\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\\\", \\\"asin\\\": \\\"B0D8NFNCMG\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\\\", \\\"asin\\\": \\\"B0DFCFSTFL\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\\\", \\\"asin\\\": \\\"B0D77NN1WV\\\", \\\"price\\\": \\\"$17.68\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\\\", \\\"asin\\\": \\\"B0C6MKGK5R\\\", \\\"price\\\": \\\"$13.61\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":986,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:31:06.787Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0CCBVY3BV\\\"\\n},\\n {\\n \\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\"\\n},\\n {\\n \\\"price\\\": \\\"$13.15\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1 \\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Style\\\": \\\"BE-277 1-Pack\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\\\", \\\"asin\\\": \\\"B0BJPJR6Y4\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\\\", \\\"asin\\\": \\\"B0B6F6SRQB\\\", \\\"price\\\": \\\"$15.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\\\", \\\"asin\\\": \\\"B0010E00T6\\\", \\\"price\\\": \\\"$12.56\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\\\", \\\"asin\\\": \\\"B074BHM7S5\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\\\", \\\"asin\\\": \\\"B01LZ52ISO\\\", \\\"price\\\": \\\"$18.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\\\u2013 Fits Select Models (2014-2022)\\\", \\\"asin\\\": \\\"B07H45FF82\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\\\", \\\"asin\\\": \\\"B07VHMX2NT\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\\\", \\\"asin\\\": \\\"B0D8NFNCMG\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\\\", \\\"asin\\\": \\\"B0DFCFSTFL\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\\\", \\\"asin\\\": \\\"B0D77NN1WV\\\", \\\"price\\\": \\\"$17.68\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\\\", \\\"asin\\\": \\\"B0C6MKGK5R\\\", \\\"price\\\": \\\"$13.61\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:31:06.787Z"},"reward_model.ground_truth.action":{"kind":"string","value":"input"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"engin"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:31:06.787Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":986,"string":"986"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:31:06.787Z"},"extra_info.answer.action":{"kind":"string","value":"input"},"extra_info.answer.action_argument":{"kind":"string","value":"engin"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:31:06.787Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"input engin \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"input engin \",\n \"index\": 986,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0CCBVY3BV\\\"\\n},\\n {\\n \\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\"\\n},\\n {\\n \\\"price\\\": \\\"$13.15\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1 \\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Style\\\": \\\"BE-277 1-Pack\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\\\", \\\"asin\\\": \\\"B0BJPJR6Y4\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\\\", \\\"asin\\\": \\\"B0B6F6SRQB\\\", \\\"price\\\": \\\"$15.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\\\", \\\"asin\\\": \\\"B0010E00T6\\\", \\\"price\\\": \\\"$12.56\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\\\", \\\"asin\\\": \\\"B074BHM7S5\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\\\", \\\"asin\\\": \\\"B01LZ52ISO\\\", \\\"price\\\": \\\"$18.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\\\u2013 Fits Select Models (2014-2022)\\\", \\\"asin\\\": \\\"B07H45FF82\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\\\", \\\"asin\\\": \\\"B07VHMX2NT\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\\\", \\\"asin\\\": \\\"B0D8NFNCMG\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\\\", \\\"asin\\\": \\\"B0DFCFSTFL\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\\\", \\\"asin\\\": \\\"B0D77NN1WV\\\", \\\"price\\\": \\\"$17.68\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\\\", \\\"asin\\\": \\\"B0C6MKGK5R\\\", \\\"price\\\": \\\"$13.61\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":987,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engin\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$14.61\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:31:06.870Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"engin\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0CCBVY3BV\\\"\\n},\\n {\\n \\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\"\\n},\\n {\\n \\\"price\\\": \\\"$14.61\\\"\\n},\\n {\\n \\\"price\\\": \\\"$13.15\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Style\\\": \\\"BE-277 1-Pack\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\\\", \\\"asin\\\": \\\"B0BJPJR6Y4\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\\\", \\\"asin\\\": \\\"B0B6F6SRQB\\\", \\\"price\\\": \\\"$15.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\\\", \\\"asin\\\": \\\"B0010E00T6\\\", \\\"price\\\": \\\"$12.56\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\\\", \\\"asin\\\": \\\"B074BHM7S5\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\\\", \\\"asin\\\": \\\"B01LZ52ISO\\\", \\\"price\\\": \\\"$18.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\\\u2013 Fits Select Models (2014-2022)\\\", \\\"asin\\\": \\\"B07H45FF82\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\\\", \\\"asin\\\": \\\"B07VHMX2NT\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\\\", \\\"asin\\\": \\\"B0D8NFNCMG\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\\\", \\\"asin\\\": \\\"B0DFCFSTFL\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\\\", \\\"asin\\\": \\\"B0D77NN1WV\\\", \\\"price\\\": \\\"$17.68\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\\\", \\\"asin\\\": \\\"B0C6MKGK5R\\\", \\\"price\\\": \\\"$13.61\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:31:06.870Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"suggested_term"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:31:06.870Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":987,"string":"987"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:31:06.870Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"suggested_term"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engin\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$14.61\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:31:06.870Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click suggested_term \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click suggested_term \",\n \"index\": 987,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"engin\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0CCBVY3BV\\\"\\n},\\n {\\n \\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\"\\n},\\n {\\n \\\"price\\\": \\\"$14.61\\\"\\n},\\n {\\n \\\"price\\\": \\\"$13.15\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Style\\\": \\\"BE-277 1-Pack\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\\\", \\\"asin\\\": \\\"B0BJPJR6Y4\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\\\", \\\"asin\\\": \\\"B0B6F6SRQB\\\", \\\"price\\\": \\\"$15.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\\\", \\\"asin\\\": \\\"B0010E00T6\\\", \\\"price\\\": \\\"$12.56\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\\\", \\\"asin\\\": \\\"B074BHM7S5\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\\\", \\\"asin\\\": \\\"B01LZ52ISO\\\", \\\"price\\\": \\\"$18.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\\\u2013 Fits Select Models (2014-2022)\\\", \\\"asin\\\": \\\"B07H45FF82\\\", \\\"price\\\": \\\"$11.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\\\", \\\"asin\\\": \\\"B07VHMX2NT\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\\\", \\\"asin\\\": \\\"B0D8NFNCMG\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\\\", \\\"asin\\\": \\\"B0DFCFSTFL\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\\\", \\\"asin\\\": \\\"B0D77NN1WV\\\", \\\"price\\\": \\\"$17.68\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\\\", \\\"asin\\\": \\\"B014TYRQUY\\\", \\\"price\\\": \\\"$10.17\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\\\", \\\"asin\\\": \\\"B0C6MKGK5R\\\", \\\"price\\\": \\\"$13.61\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":988,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter oem\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918)\", \"asin\": \"B08HXBSM4V\", \"price\": \"$14.88\", \"quantity\": \"\"},\n {\"title\": \"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus\", \"asin\": \"B01M1FQEGR\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles\", \"asin\": \"B000A0CAWQ\", \"price\": \"$16.94\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White\", \"asin\": \"B0009H51U8\", \"price\": \"$18.81\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835)\", \"asin\": \"B07TL76VF8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\u20132022), Tundra (2013\\u20132021), Sequoia (2014\\u20132022) \\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency\", \"asin\": \"B0B2LMB4S5\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V\", \"asin\": \"B01M1HYDSB\", \"price\": \"$12.38\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014)\", \"asin\": \"B0C6XJ2NHH\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024\", \"asin\": \"B0DC3LTT1M\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\",\n \"asin\": \"B00KYJ23HA\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\",\n \"asin\": \"B0000UUX34\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\",\n \"asin\": \"B000V5SP92\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\", \"asin\": \"B00IGZQFYQ\", \"price\": \"$24.40\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\", \"asin\": \"B0DC3TDJ2D\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3244C (84121219) Air Filter\", \"asin\": \"B07J5LR4XV\", \"price\": \"$34.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\", \"asin\": \"B09F6YNL4K\", \"price\": \"$17.08\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B004A0RBSK\", \"price\": \"$18.01\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\", \"asin\": \"B0C5ZQVHJV\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B01MRZ2161\", \"price\": \"$14.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Denso 143-3005 Air Filter\", \"asin\": \"B0153AH28E\", \"price\": \"$10.07\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\u2013 Fits V6 Engines (2010\\u20132024)\", \"asin\": \"B01GIK5924\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\", \"asin\": \"B0DC34HFRW\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B00NIZZZ5Y\", \"price\": \"$15.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\", \"asin\": \"B076BK4D3D\", \"price\": \"$17.58\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B0876XW82W\", \"price\": \"$27.41\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\u20132018), Santa Fe Sport (2013\\u20132016), Santa Fe XL (2013\\u20132019) \\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\", \"asin\": \"B0C6XHFRGG\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 16 left in stock - order soon.\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\", \"asin\": \"B081LPNJ96\", \"price\": \"$14.31\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B072ZNQGKR\", \"price\": \"$29.58\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"KIA FILTER-AIR CLEANER\", \"asin\": \"B00TOPT5IU\", \"price\": \"$29.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\u20132021), CR-V 1.5L Gas (2017\\u20132022) \\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\", \"asin\": \"B07MFB28F6\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Apr 28 - May 1 on $35 of items shipped by Amazon Or fastest delivery Apr 25 - 28\"},\n {\"title\": \"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\", \"asin\": \"B08KYLNM72\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\", \"asin\": \"B0DFC53FS2\", \"price\": \"$9.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\", \"asin\": \"B007OW62J0\", \"price\": \"$28.74\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\"},\n {\"title\": \"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\", \"asin\": \"B0DY8RVBT9\", \"price\": \"$33.48\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\"},\n {\"title\": \"Motorcraft FA1884 Air Filter\", \"asin\": \"B00130L816\", \"price\": \"$13.69\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Motorcraft - Element Asy - Air Cleaner (FA1908)\", \"asin\": \"B0080B4H6E\", \"price\": \"$21.92\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3238C Air Filter\", \"asin\": \"B013FSHDBW\", \"price\": \"$23.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:31:12.310Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"engine air filter oem\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\\\u20132025 Ford F-150, 2015\\\\u20132025 Expedition, 2011\\\\u20132016 F-250 Super Duty, 2010\\\\u20132016 F-350 Super Duty, 2015\\\\u20132025 Lincoln Navigator\\\", \\\"asin\\\": \\\"B00AKEVU50\\\", \\\"price\\\": \\\"$17.20\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918)\\\", \\\"asin\\\": \\\"B08HXBSM4V\\\", \\\"price\\\": \\\"$14.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus\\\", \\\"asin\\\": \\\"B01M1FQEGR\\\", \\\"price\\\": \\\"$20.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles\\\", \\\"asin\\\": \\\"B000A0CAWQ\\\", \\\"price\\\": \\\"$16.94\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White\\\", \\\"asin\\\": \\\"B0009H51U8\\\", \\\"price\\\": \\\"$18.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835)\\\", \\\"asin\\\": \\\"B07TL76VF8\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\\\u20132022), Tundra (2013\\\\u20132021), Sequoia (2014\\\\u20132022) \\\\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency\\\", \\\"asin\\\": \\\"B0B2LMB4S5\\\", \\\"price\\\": \\\"$14.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V\\\", \\\"asin\\\": \\\"B01M1HYDSB\\\", \\\"price\\\": \\\"$12.38\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014)\\\", \\\"asin\\\": \\\"B0C6XJ2NHH\\\", \\\"price\\\": \\\"$14.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024\\\", \\\"asin\\\": \\\"B0DC3LTT1M\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"ads\\\": [\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\\\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B00KYJ23HA\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\\\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B0000UUX34\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\\\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B000V5SP92\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"B072YV45X1\\\", \\\"price\\\": \\\"$29.00\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\\\", \\\"asin\\\": \\\"B00IGZQFYQ\\\", \\\"price\\\": \\\"$24.40\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\\\", \\\"asin\\\": \\\"B0DC3TDJ2D\\\", \\\"price\\\": \\\"$19.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ACDelco GM Original Equipment A3244C (84121219) Air Filter\\\", \\\"asin\\\": \\\"B07J5LR4XV\\\", \\\"price\\\": \\\"$34.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\\\", \\\"asin\\\": \\\"B09F6YNL4K\\\", \\\"price\\\": \\\"$17.08\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B004A0RBSK\\\", \\\"price\\\": \\\"$18.01\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\\\u20132025 Ford F-150, 2015\\\\u20132025 Expedition, 2011\\\\u20132016 F-250 Super Duty, 2010\\\\u20132016 F-350 Super Duty, 2015\\\\u20132025 Lincoln Navigator\\\", \\\"asin\\\": \\\"B00AKEVU50\\\", \\\"price\\\": \\\"$17.20\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\\\", \\\"asin\\\": \\\"B0C5ZQVHJV\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B01MRZ2161\\\", \\\"price\\\": \\\"$14.88\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Denso 143-3005 Air Filter\\\", \\\"asin\\\": \\\"B0153AH28E\\\", \\\"price\\\": \\\"$10.07\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\\\u2013 Fits V6 Engines (2010\\\\u20132024)\\\", \\\"asin\\\": \\\"B01GIK5924\\\", \\\"price\\\": \\\"$15.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\\\", \\\"asin\\\": \\\"B0DC34HFRW\\\", \\\"price\\\": \\\"$19.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B00NIZZZ5Y\\\", \\\"price\\\": \\\"$15.50\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\\\", \\\"asin\\\": \\\"B076BK4D3D\\\", \\\"price\\\": \\\"$17.58\\\", \\\"delivery\\\": \\\"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Honda Genuine Element, AIR Cleaner\\\", \\\"asin\\\": \\\"B0876XW82W\\\", \\\"price\\\": \\\"$27.41\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\\\u20132018), Santa Fe Sport (2013\\\\u20132016), Santa Fe XL (2013\\\\u20132019) \\\\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\\\", \\\"asin\\\": \\\"B0C6XHFRGG\\\", \\\"price\\\": \\\"$14.87\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 16 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\\\", \\\"asin\\\": \\\"B081LPNJ96\\\", \\\"price\\\": \\\"$14.31\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Honda Genuine Element, AIR Cleaner\\\", \\\"asin\\\": \\\"B072ZNQGKR\\\", \\\"price\\\": \\\"$29.58\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B001C6Q34S\\\", \\\"price\\\": \\\"$14.50\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"KIA FILTER-AIR CLEANER\\\", \\\"asin\\\": \\\"B00TOPT5IU\\\", \\\"price\\\": \\\"$29.19\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\\\u20132021), CR-V 1.5L Gas (2017\\\\u20132022) \\\\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\\\", \\\"asin\\\": \\\"B07MFB28F6\\\", \\\"price\\\": \\\"$15.97\\\", \\\"delivery\\\": \\\"FREE delivery Apr 28 - May 1 on $35 of items shipped by Amazon Or fastest delivery Apr 25 - 28\\\"},\\n {\\\"title\\\": \\\"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\\\", \\\"asin\\\": \\\"B08KYLNM72\\\", \\\"price\\\": \\\"$12.87\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\\\", \\\"asin\\\": \\\"B0DFC53FS2\\\", \\\"price\\\": \\\"$9.93\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\\\", \\\"asin\\\": \\\"B007OW62J0\\\", \\\"price\\\": \\\"$28.74\\\", \\\"delivery\\\": \\\"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\\\", \\\"asin\\\": \\\"B0DY8RVBT9\\\", \\\"price\\\": \\\"$33.48\\\", \\\"delivery\\\": \\\"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Motorcraft FA1884 Air Filter\\\", \\\"asin\\\": \\\"B00130L816\\\", \\\"price\\\": \\\"$13.69\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Motorcraft - Element Asy - Air Cleaner (FA1908)\\\", \\\"asin\\\": \\\"B0080B4H6E\\\", \\\"price\\\": \\\"$21.92\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ACDelco GM Original Equipment A3238C Air Filter\\\", \\\"asin\\\": \\\"B013FSHDBW\\\", \\\"price\\\": \\\"$23.28\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:31:12.310Z"},"reward_model.ground_truth.action":{"kind":"string","value":"input"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"engine air filter and "},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:31:12.310Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":988,"string":"988"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:31:12.310Z"},"extra_info.answer.action":{"kind":"string","value":"input"},"extra_info.answer.action_argument":{"kind":"string","value":"engine air filter and "},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter oem\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918)\", \"asin\": \"B08HXBSM4V\", \"price\": \"$14.88\", \"quantity\": \"\"},\n {\"title\": \"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus\", \"asin\": \"B01M1FQEGR\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles\", \"asin\": \"B000A0CAWQ\", \"price\": \"$16.94\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White\", \"asin\": \"B0009H51U8\", \"price\": \"$18.81\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835)\", \"asin\": \"B07TL76VF8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\u20132022), Tundra (2013\\u20132021), Sequoia (2014\\u20132022) \\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency\", \"asin\": \"B0B2LMB4S5\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V\", \"asin\": \"B01M1HYDSB\", \"price\": \"$12.38\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014)\", \"asin\": \"B0C6XJ2NHH\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024\", \"asin\": \"B0DC3LTT1M\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\",\n \"asin\": \"B00KYJ23HA\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\",\n \"asin\": \"B0000UUX34\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\",\n \"asin\": \"B000V5SP92\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\", \"asin\": \"B00IGZQFYQ\", \"price\": \"$24.40\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\", \"asin\": \"B0DC3TDJ2D\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3244C (84121219) Air Filter\", \"asin\": \"B07J5LR4XV\", \"price\": \"$34.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\", \"asin\": \"B09F6YNL4K\", \"price\": \"$17.08\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B004A0RBSK\", \"price\": \"$18.01\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\", \"asin\": \"B0C5ZQVHJV\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B01MRZ2161\", \"price\": \"$14.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Denso 143-3005 Air Filter\", \"asin\": \"B0153AH28E\", \"price\": \"$10.07\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\u2013 Fits V6 Engines (2010\\u20132024)\", \"asin\": \"B01GIK5924\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\", \"asin\": \"B0DC34HFRW\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B00NIZZZ5Y\", \"price\": \"$15.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\", \"asin\": \"B076BK4D3D\", \"price\": \"$17.58\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B0876XW82W\", \"price\": \"$27.41\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\u20132018), Santa Fe Sport (2013\\u20132016), Santa Fe XL (2013\\u20132019) \\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\", \"asin\": \"B0C6XHFRGG\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 16 left in stock - order soon.\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\", \"asin\": \"B081LPNJ96\", \"price\": \"$14.31\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B072ZNQGKR\", \"price\": \"$29.58\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"KIA FILTER-AIR CLEANER\", \"asin\": \"B00TOPT5IU\", \"price\": \"$29.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\u20132021), CR-V 1.5L Gas (2017\\u20132022) \\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\", \"asin\": \"B07MFB28F6\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Apr 28 - May 1 on $35 of items shipped by Amazon Or fastest delivery Apr 25 - 28\"},\n {\"title\": \"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\", \"asin\": \"B08KYLNM72\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\", \"asin\": \"B0DFC53FS2\", \"price\": \"$9.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\", \"asin\": \"B007OW62J0\", \"price\": \"$28.74\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\"},\n {\"title\": \"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\", \"asin\": \"B0DY8RVBT9\", \"price\": \"$33.48\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\"},\n {\"title\": \"Motorcraft FA1884 Air Filter\", \"asin\": \"B00130L816\", \"price\": \"$13.69\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Motorcraft - Element Asy - Air Cleaner (FA1908)\", \"asin\": \"B0080B4H6E\", \"price\": \"$21.92\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3238C Air Filter\", \"asin\": \"B013FSHDBW\", \"price\": \"$23.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:31:12.310Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"input engine air filter and \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"input engine air filter and \",\n \"index\": 988,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"engine air filter oem\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\\\u20132025 Ford F-150, 2015\\\\u20132025 Expedition, 2011\\\\u20132016 F-250 Super Duty, 2010\\\\u20132016 F-350 Super Duty, 2015\\\\u20132025 Lincoln Navigator\\\", \\\"asin\\\": \\\"B00AKEVU50\\\", \\\"price\\\": \\\"$17.20\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918)\\\", \\\"asin\\\": \\\"B08HXBSM4V\\\", \\\"price\\\": \\\"$14.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus\\\", \\\"asin\\\": \\\"B01M1FQEGR\\\", \\\"price\\\": \\\"$20.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles\\\", \\\"asin\\\": \\\"B000A0CAWQ\\\", \\\"price\\\": \\\"$16.94\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White\\\", \\\"asin\\\": \\\"B0009H51U8\\\", \\\"price\\\": \\\"$18.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835)\\\", \\\"asin\\\": \\\"B07TL76VF8\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\\\u20132022), Tundra (2013\\\\u20132021), Sequoia (2014\\\\u20132022) \\\\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency\\\", \\\"asin\\\": \\\"B0B2LMB4S5\\\", \\\"price\\\": \\\"$14.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V\\\", \\\"asin\\\": \\\"B01M1HYDSB\\\", \\\"price\\\": \\\"$12.38\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014)\\\", \\\"asin\\\": \\\"B0C6XJ2NHH\\\", \\\"price\\\": \\\"$14.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024\\\", \\\"asin\\\": \\\"B0DC3LTT1M\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"ads\\\": [\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\\\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B00KYJ23HA\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\\\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B0000UUX34\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\\\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B000V5SP92\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"B072YV45X1\\\", \\\"price\\\": \\\"$29.00\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\\\", \\\"asin\\\": \\\"B00IGZQFYQ\\\", \\\"price\\\": \\\"$24.40\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\\\", \\\"asin\\\": \\\"B0DC3TDJ2D\\\", \\\"price\\\": \\\"$19.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ACDelco GM Original Equipment A3244C (84121219) Air Filter\\\", \\\"asin\\\": \\\"B07J5LR4XV\\\", \\\"price\\\": \\\"$34.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\\\", \\\"asin\\\": \\\"B09F6YNL4K\\\", \\\"price\\\": \\\"$17.08\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B004A0RBSK\\\", \\\"price\\\": \\\"$18.01\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\\\u20132025 Ford F-150, 2015\\\\u20132025 Expedition, 2011\\\\u20132016 F-250 Super Duty, 2010\\\\u20132016 F-350 Super Duty, 2015\\\\u20132025 Lincoln Navigator\\\", \\\"asin\\\": \\\"B00AKEVU50\\\", \\\"price\\\": \\\"$17.20\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\\\", \\\"asin\\\": \\\"B0C5ZQVHJV\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B01MRZ2161\\\", \\\"price\\\": \\\"$14.88\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Denso 143-3005 Air Filter\\\", \\\"asin\\\": \\\"B0153AH28E\\\", \\\"price\\\": \\\"$10.07\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\\\u2013 Fits V6 Engines (2010\\\\u20132024)\\\", \\\"asin\\\": \\\"B01GIK5924\\\", \\\"price\\\": \\\"$15.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\\\", \\\"asin\\\": \\\"B0DC34HFRW\\\", \\\"price\\\": \\\"$19.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B00NIZZZ5Y\\\", \\\"price\\\": \\\"$15.50\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\\\", \\\"asin\\\": \\\"B076BK4D3D\\\", \\\"price\\\": \\\"$17.58\\\", \\\"delivery\\\": \\\"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Honda Genuine Element, AIR Cleaner\\\", \\\"asin\\\": \\\"B0876XW82W\\\", \\\"price\\\": \\\"$27.41\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\\\u20132018), Santa Fe Sport (2013\\\\u20132016), Santa Fe XL (2013\\\\u20132019) \\\\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\\\", \\\"asin\\\": \\\"B0C6XHFRGG\\\", \\\"price\\\": \\\"$14.87\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 16 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\\\", \\\"asin\\\": \\\"B081LPNJ96\\\", \\\"price\\\": \\\"$14.31\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Honda Genuine Element, AIR Cleaner\\\", \\\"asin\\\": \\\"B072ZNQGKR\\\", \\\"price\\\": \\\"$29.58\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B001C6Q34S\\\", \\\"price\\\": \\\"$14.50\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"KIA FILTER-AIR CLEANER\\\", \\\"asin\\\": \\\"B00TOPT5IU\\\", \\\"price\\\": \\\"$29.19\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\\\u20132021), CR-V 1.5L Gas (2017\\\\u20132022) \\\\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\\\", \\\"asin\\\": \\\"B07MFB28F6\\\", \\\"price\\\": \\\"$15.97\\\", \\\"delivery\\\": \\\"FREE delivery Apr 28 - May 1 on $35 of items shipped by Amazon Or fastest delivery Apr 25 - 28\\\"},\\n {\\\"title\\\": \\\"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\\\", \\\"asin\\\": \\\"B08KYLNM72\\\", \\\"price\\\": \\\"$12.87\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\\\", \\\"asin\\\": \\\"B0DFC53FS2\\\", \\\"price\\\": \\\"$9.93\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\\\", \\\"asin\\\": \\\"B007OW62J0\\\", \\\"price\\\": \\\"$28.74\\\", \\\"delivery\\\": \\\"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\\\", \\\"asin\\\": \\\"B0DY8RVBT9\\\", \\\"price\\\": \\\"$33.48\\\", \\\"delivery\\\": \\\"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Motorcraft FA1884 Air Filter\\\", \\\"asin\\\": \\\"B00130L816\\\", \\\"price\\\": \\\"$13.69\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Motorcraft - Element Asy - Air Cleaner (FA1908)\\\", \\\"asin\\\": \\\"B0080B4H6E\\\", \\\"price\\\": \\\"$21.92\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ACDelco GM Original Equipment A3238C Air Filter\\\", \\\"asin\\\": \\\"B013FSHDBW\\\", \\\"price\\\": \\\"$23.28\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":989,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter and \"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator \", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918) \", \"asin\": \"B08HXBSM4V\", \"price\": \"$14.88\", \"quantity\": \"\"},\n {\"title\": \"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus \", \"asin\": \"B01M1FQEGR\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles \", \"asin\": \"B000A0CAWQ\", \"price\": \"$16.94\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White \", \"asin\": \"B0009H51U8\", \"price\": \"$18.81\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835) \", \"asin\": \"B07TL76VF8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\u20132022), Tundra (2013\\u20132021), Sequoia (2014\\u20132022) \\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency \", \"asin\": \"B0B2LMB4S5\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V \", \"asin\": \"B01M1HYDSB\", \"price\": \"$12.38\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014) \", \"asin\": \"B0C6XJ2NHH\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024 \", \"asin\": \"B0DC3LTT1M\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\",\n \"asin\": \"B00KYJ23HA\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\",\n \"asin\": \"B0000UUX34\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\",\n \"asin\": \"B000V5SP92\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\", \"asin\": \"B00IGZQFYQ\", \"price\": \"$24.40\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\", \"asin\": \"B0DC3TDJ2D\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3244C (84121219) Air Filter\", \"asin\": \"B07J5LR4XV\", \"price\": \"$34.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\", \"asin\": \"B09F6YNL4K\", \"price\": \"$17.08\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B004A0RBSK\", \"price\": \"$18.01\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\", \"asin\": \"B0C5ZQVHJV\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B01MRZ2161\", \"price\": \"$14.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Denso 143-3005 Air Filter\", \"asin\": \"B0153AH28E\", \"price\": \"$10.07\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\u2013 Fits V6 Engines (2010\\u20132024)\", \"asin\": \"B01GIK5924\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\", \"asin\": \"B0DC34HFRW\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B00NIZZZ5Y\", \"price\": \"$15.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\", \"asin\": \"B076BK4D3D\", \"price\": \"$17.58\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B0876XW82W\", \"price\": \"$27.41\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\u20132018), Santa Fe Sport (2013\\u20132016), Santa Fe XL (2013\\u20132019) \\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\", \"asin\": \"B0C6XHFRGG\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 16 left in stock - order soon.\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\", \"asin\": \"B081LPNJ96\", \"price\": \"$14.31\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B072ZNQGKR\", \"price\": \"$29.58\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"KIA FILTER-AIR CLEANER\", \"asin\": \"B00TOPT5IU\", \"price\": \"$29.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\u20132021), CR-V 1.5L Gas (2017\\u20132022) \\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\", \"asin\": \"B07MFB28F6\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Apr 28 - May 1 on $35 of items shipped by AmazonOr fastest delivery Apr 25 - 28\"},\n {\"title\": \"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\", \"asin\": \"B08KYLNM72\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\", \"asin\": \"B0DFC53FS2\", \"price\": \"$9.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\", \"asin\": \"B007OW62J0\", \"price\": \"$28.74\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\"},\n {\"title\": \"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\", \"asin\": \"B0DY8RVBT9\", \"price\": \"$33.48\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\"},\n {\"title\": \"Motorcraft FA1884 Air Filter\", \"asin\": \"B00130L816\", \"price\": \"$13.69\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Motorcraft - Element Asy - Air Cleaner (FA1908)\", \"asin\": \"B0080B4H6E\", \"price\": \"$21.92\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3238C Air Filter\", \"asin\": \"B013FSHDBW\", \"price\": \"$23.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:31:12.418Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"engine air filter and \\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\\\u20132025 Ford F-150, 2015\\\\u20132025 Expedition, 2011\\\\u20132016 F-250 Super Duty, 2010\\\\u20132016 F-350 Super Duty, 2015\\\\u20132025 Lincoln Navigator \\\", \\\"asin\\\": \\\"B00AKEVU50\\\", \\\"price\\\": \\\"$17.20\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918) \\\", \\\"asin\\\": \\\"B08HXBSM4V\\\", \\\"price\\\": \\\"$14.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus \\\", \\\"asin\\\": \\\"B01M1FQEGR\\\", \\\"price\\\": \\\"$20.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles \\\", \\\"asin\\\": \\\"B000A0CAWQ\\\", \\\"price\\\": \\\"$16.94\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White \\\", \\\"asin\\\": \\\"B0009H51U8\\\", \\\"price\\\": \\\"$18.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835) \\\", \\\"asin\\\": \\\"B07TL76VF8\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\\\u20132022), Tundra (2013\\\\u20132021), Sequoia (2014\\\\u20132022) \\\\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency \\\", \\\"asin\\\": \\\"B0B2LMB4S5\\\", \\\"price\\\": \\\"$14.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V \\\", \\\"asin\\\": \\\"B01M1HYDSB\\\", \\\"price\\\": \\\"$12.38\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014) \\\", \\\"asin\\\": \\\"B0C6XJ2NHH\\\", \\\"price\\\": \\\"$14.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024 \\\", \\\"asin\\\": \\\"B0DC3LTT1M\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"ads\\\": [\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\\\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B00KYJ23HA\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\\\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B0000UUX34\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\\\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B000V5SP92\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"B072YV45X1\\\", \\\"price\\\": \\\"$29.00\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\\\", \\\"asin\\\": \\\"B00IGZQFYQ\\\", \\\"price\\\": \\\"$24.40\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\\\", \\\"asin\\\": \\\"B0DC3TDJ2D\\\", \\\"price\\\": \\\"$19.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ACDelco GM Original Equipment A3244C (84121219) Air Filter\\\", \\\"asin\\\": \\\"B07J5LR4XV\\\", \\\"price\\\": \\\"$34.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\\\", \\\"asin\\\": \\\"B09F6YNL4K\\\", \\\"price\\\": \\\"$17.08\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B004A0RBSK\\\", \\\"price\\\": \\\"$18.01\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\\\u20132025 Ford F-150, 2015\\\\u20132025 Expedition, 2011\\\\u20132016 F-250 Super Duty, 2010\\\\u20132016 F-350 Super Duty, 2015\\\\u20132025 Lincoln Navigator\\\", \\\"asin\\\": \\\"B00AKEVU50\\\", \\\"price\\\": \\\"$17.20\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\\\", \\\"asin\\\": \\\"B0C5ZQVHJV\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B01MRZ2161\\\", \\\"price\\\": \\\"$14.88\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Denso 143-3005 Air Filter\\\", \\\"asin\\\": \\\"B0153AH28E\\\", \\\"price\\\": \\\"$10.07\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\\\u2013 Fits V6 Engines (2010\\\\u20132024)\\\", \\\"asin\\\": \\\"B01GIK5924\\\", \\\"price\\\": \\\"$15.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\\\", \\\"asin\\\": \\\"B0DC34HFRW\\\", \\\"price\\\": \\\"$19.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B00NIZZZ5Y\\\", \\\"price\\\": \\\"$15.50\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\\\", \\\"asin\\\": \\\"B076BK4D3D\\\", \\\"price\\\": \\\"$17.58\\\", \\\"delivery\\\": \\\"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Honda Genuine Element, AIR Cleaner\\\", \\\"asin\\\": \\\"B0876XW82W\\\", \\\"price\\\": \\\"$27.41\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\\\u20132018), Santa Fe Sport (2013\\\\u20132016), Santa Fe XL (2013\\\\u20132019) \\\\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\\\", \\\"asin\\\": \\\"B0C6XHFRGG\\\", \\\"price\\\": \\\"$14.87\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 16 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\\\", \\\"asin\\\": \\\"B081LPNJ96\\\", \\\"price\\\": \\\"$14.31\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Honda Genuine Element, AIR Cleaner\\\", \\\"asin\\\": \\\"B072ZNQGKR\\\", \\\"price\\\": \\\"$29.58\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B001C6Q34S\\\", \\\"price\\\": \\\"$14.50\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"KIA FILTER-AIR CLEANER\\\", \\\"asin\\\": \\\"B00TOPT5IU\\\", \\\"price\\\": \\\"$29.19\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\\\u20132021), CR-V 1.5L Gas (2017\\\\u20132022) \\\\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\\\", \\\"asin\\\": \\\"B07MFB28F6\\\", \\\"price\\\": \\\"$15.97\\\", \\\"delivery\\\": \\\"FREE delivery Apr 28 - May 1 on $35 of items shipped by AmazonOr fastest delivery Apr 25 - 28\\\"},\\n {\\\"title\\\": \\\"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\\\", \\\"asin\\\": \\\"B08KYLNM72\\\", \\\"price\\\": \\\"$12.87\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\\\", \\\"asin\\\": \\\"B0DFC53FS2\\\", \\\"price\\\": \\\"$9.93\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\\\", \\\"asin\\\": \\\"B007OW62J0\\\", \\\"price\\\": \\\"$28.74\\\", \\\"delivery\\\": \\\"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\\\", \\\"asin\\\": \\\"B0DY8RVBT9\\\", \\\"price\\\": \\\"$33.48\\\", \\\"delivery\\\": \\\"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Motorcraft FA1884 Air Filter\\\", \\\"asin\\\": \\\"B00130L816\\\", \\\"price\\\": \\\"$13.69\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Motorcraft - Element Asy - Air Cleaner (FA1908)\\\", \\\"asin\\\": \\\"B0080B4H6E\\\", \\\"price\\\": \\\"$21.92\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ACDelco GM Original Equipment A3238C Air Filter\\\", \\\"asin\\\": \\\"B013FSHDBW\\\", \\\"price\\\": \\\"$23.28\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:31:12.418Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"suggested_term"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:31:12.418Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":989,"string":"989"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:31:12.418Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"suggested_term"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter and \"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator \", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918) \", \"asin\": \"B08HXBSM4V\", \"price\": \"$14.88\", \"quantity\": \"\"},\n {\"title\": \"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus \", \"asin\": \"B01M1FQEGR\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles \", \"asin\": \"B000A0CAWQ\", \"price\": \"$16.94\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White \", \"asin\": \"B0009H51U8\", \"price\": \"$18.81\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835) \", \"asin\": \"B07TL76VF8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\u20132022), Tundra (2013\\u20132021), Sequoia (2014\\u20132022) \\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency \", \"asin\": \"B0B2LMB4S5\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V \", \"asin\": \"B01M1HYDSB\", \"price\": \"$12.38\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014) \", \"asin\": \"B0C6XJ2NHH\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024 \", \"asin\": \"B0DC3LTT1M\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\",\n \"asin\": \"B00KYJ23HA\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\",\n \"asin\": \"B0000UUX34\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\",\n \"asin\": \"B000V5SP92\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\", \"asin\": \"B00IGZQFYQ\", \"price\": \"$24.40\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\", \"asin\": \"B0DC3TDJ2D\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3244C (84121219) Air Filter\", \"asin\": \"B07J5LR4XV\", \"price\": \"$34.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\", \"asin\": \"B09F6YNL4K\", \"price\": \"$17.08\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B004A0RBSK\", \"price\": \"$18.01\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\", \"asin\": \"B0C5ZQVHJV\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B01MRZ2161\", \"price\": \"$14.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Denso 143-3005 Air Filter\", \"asin\": \"B0153AH28E\", \"price\": \"$10.07\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\u2013 Fits V6 Engines (2010\\u20132024)\", \"asin\": \"B01GIK5924\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\", \"asin\": \"B0DC34HFRW\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B00NIZZZ5Y\", \"price\": \"$15.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\", \"asin\": \"B076BK4D3D\", \"price\": \"$17.58\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B0876XW82W\", \"price\": \"$27.41\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\u20132018), Santa Fe Sport (2013\\u20132016), Santa Fe XL (2013\\u20132019) \\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\", \"asin\": \"B0C6XHFRGG\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 16 left in stock - order soon.\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\", \"asin\": \"B081LPNJ96\", \"price\": \"$14.31\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B072ZNQGKR\", \"price\": \"$29.58\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"KIA FILTER-AIR CLEANER\", \"asin\": \"B00TOPT5IU\", \"price\": \"$29.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\u20132021), CR-V 1.5L Gas (2017\\u20132022) \\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\", \"asin\": \"B07MFB28F6\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Apr 28 - May 1 on $35 of items shipped by AmazonOr fastest delivery Apr 25 - 28\"},\n {\"title\": \"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\", \"asin\": \"B08KYLNM72\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\", \"asin\": \"B0DFC53FS2\", \"price\": \"$9.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\", \"asin\": \"B007OW62J0\", \"price\": \"$28.74\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\"},\n {\"title\": \"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\", \"asin\": \"B0DY8RVBT9\", \"price\": \"$33.48\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\"},\n {\"title\": \"Motorcraft FA1884 Air Filter\", \"asin\": \"B00130L816\", \"price\": \"$13.69\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Motorcraft - Element Asy - Air Cleaner (FA1908)\", \"asin\": \"B0080B4H6E\", \"price\": \"$21.92\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3238C Air Filter\", \"asin\": \"B013FSHDBW\", \"price\": \"$23.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:31:12.418Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click suggested_term \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click suggested_term \",\n \"index\": 989,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"engine air filter and \\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\\\u20132025 Ford F-150, 2015\\\\u20132025 Expedition, 2011\\\\u20132016 F-250 Super Duty, 2010\\\\u20132016 F-350 Super Duty, 2015\\\\u20132025 Lincoln Navigator \\\", \\\"asin\\\": \\\"B00AKEVU50\\\", \\\"price\\\": \\\"$17.20\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918) \\\", \\\"asin\\\": \\\"B08HXBSM4V\\\", \\\"price\\\": \\\"$14.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus \\\", \\\"asin\\\": \\\"B01M1FQEGR\\\", \\\"price\\\": \\\"$20.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles \\\", \\\"asin\\\": \\\"B000A0CAWQ\\\", \\\"price\\\": \\\"$16.94\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White \\\", \\\"asin\\\": \\\"B0009H51U8\\\", \\\"price\\\": \\\"$18.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835) \\\", \\\"asin\\\": \\\"B07TL76VF8\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\\\u20132022), Tundra (2013\\\\u20132021), Sequoia (2014\\\\u20132022) \\\\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency \\\", \\\"asin\\\": \\\"B0B2LMB4S5\\\", \\\"price\\\": \\\"$14.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V \\\", \\\"asin\\\": \\\"B01M1HYDSB\\\", \\\"price\\\": \\\"$12.38\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014) \\\", \\\"asin\\\": \\\"B0C6XJ2NHH\\\", \\\"price\\\": \\\"$14.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024 \\\", \\\"asin\\\": \\\"B0DC3LTT1M\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"ads\\\": [\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\\\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B00KYJ23HA\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\\\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B0000UUX34\\\"\\n},\\n {\\n \\\"title\\\": \\\"Go to detail page for \\\\\\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\\\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B000V5SP92\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"B072YV45X1\\\", \\\"price\\\": \\\"$29.00\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\\\", \\\"asin\\\": \\\"B00IGZQFYQ\\\", \\\"price\\\": \\\"$24.40\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\\\", \\\"asin\\\": \\\"B0DC3TDJ2D\\\", \\\"price\\\": \\\"$19.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ACDelco GM Original Equipment A3244C (84121219) Air Filter\\\", \\\"asin\\\": \\\"B07J5LR4XV\\\", \\\"price\\\": \\\"$34.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\\\", \\\"asin\\\": \\\"B09F6YNL4K\\\", \\\"price\\\": \\\"$17.08\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B004A0RBSK\\\", \\\"price\\\": \\\"$18.01\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\\\u20132025 Ford F-150, 2015\\\\u20132025 Expedition, 2011\\\\u20132016 F-250 Super Duty, 2010\\\\u20132016 F-350 Super Duty, 2015\\\\u20132025 Lincoln Navigator\\\", \\\"asin\\\": \\\"B00AKEVU50\\\", \\\"price\\\": \\\"$17.20\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\\\", \\\"asin\\\": \\\"B0C5ZQVHJV\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B01MRZ2161\\\", \\\"price\\\": \\\"$14.88\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Denso 143-3005 Air Filter\\\", \\\"asin\\\": \\\"B0153AH28E\\\", \\\"price\\\": \\\"$10.07\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\\\u2013 Fits V6 Engines (2010\\\\u20132024)\\\", \\\"asin\\\": \\\"B01GIK5924\\\", \\\"price\\\": \\\"$15.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\\\", \\\"asin\\\": \\\"B0DC34HFRW\\\", \\\"price\\\": \\\"$19.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B00NIZZZ5Y\\\", \\\"price\\\": \\\"$15.50\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\\\", \\\"asin\\\": \\\"B076BK4D3D\\\", \\\"price\\\": \\\"$17.58\\\", \\\"delivery\\\": \\\"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Honda Genuine Element, AIR Cleaner\\\", \\\"asin\\\": \\\"B0876XW82W\\\", \\\"price\\\": \\\"$27.41\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\\\u20132018), Santa Fe Sport (2013\\\\u20132016), Santa Fe XL (2013\\\\u20132019) \\\\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\\\", \\\"asin\\\": \\\"B0C6XHFRGG\\\", \\\"price\\\": \\\"$14.87\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 16 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\\\", \\\"asin\\\": \\\"B081LPNJ96\\\", \\\"price\\\": \\\"$14.31\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Honda Genuine Element, AIR Cleaner\\\", \\\"asin\\\": \\\"B072ZNQGKR\\\", \\\"price\\\": \\\"$29.58\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B001C6Q34S\\\", \\\"price\\\": \\\"$14.50\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"KIA FILTER-AIR CLEANER\\\", \\\"asin\\\": \\\"B00TOPT5IU\\\", \\\"price\\\": \\\"$29.19\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\\\u20132021), CR-V 1.5L Gas (2017\\\\u20132022) \\\\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\\\", \\\"asin\\\": \\\"B07MFB28F6\\\", \\\"price\\\": \\\"$15.97\\\", \\\"delivery\\\": \\\"FREE delivery Apr 28 - May 1 on $35 of items shipped by AmazonOr fastest delivery Apr 25 - 28\\\"},\\n {\\\"title\\\": \\\"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\\\", \\\"asin\\\": \\\"B08KYLNM72\\\", \\\"price\\\": \\\"$12.87\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\\\", \\\"asin\\\": \\\"B0DFC53FS2\\\", \\\"price\\\": \\\"$9.93\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\\\", \\\"asin\\\": \\\"B007OW62J0\\\", \\\"price\\\": \\\"$28.74\\\", \\\"delivery\\\": \\\"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\\\", \\\"asin\\\": \\\"B0DY8RVBT9\\\", \\\"price\\\": \\\"$33.48\\\", \\\"delivery\\\": \\\"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Motorcraft FA1884 Air Filter\\\", \\\"asin\\\": \\\"B00130L816\\\", \\\"price\\\": \\\"$13.69\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Motorcraft - Element Asy - Air Cleaner (FA1908)\\\", \\\"asin\\\": \\\"B0080B4H6E\\\", \\\"price\\\": \\\"$21.92\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ACDelco GM Original Equipment A3238C Air Filter\\\", \\\"asin\\\": \\\"B013FSHDBW\\\", \\\"price\\\": \\\"$23.28\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":990,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter and cabin filter combo subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A \", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A \", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A \", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930 \", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP930, CF10930, CAF1869P, Subaru: 72880-FG000, Compatible with Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek \", \"asin\": \"B0D7Z1C2GC\", \"price\": \"$13.85\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n {\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"16546-AA10A 72880-FG000 Engine and Cabin Air Filter Compatible with Subaru Model, Forester 2014-2019 H4 2.0L, WRX 2015-2021 H4 2.0L, Replaces DWP35592, C36115\", \"asin\": \"B0CX59N39F\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ECOGARD XC36115 Premium Cabin Air Filter Fits Subaru Forester 2009-2018, Impreza 2008-2016, XV Crosstrek 2013-2015, Crosstrek 2016-2017, WRX 2013-2021, WRX STI 2013-2021\", \"asin\": \"B00CT30SSU\", \"price\": \"$14.67\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"Engine & Cabin Air Filter For Forester (19-23), WRX(22-23). Replace CF12775, CA12295\", \"asin\": \"B0CP7NJG21\", \"price\": \"$29.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 19 left in stock - order soon.\"},\n {\"title\": \"FUN-DRIVING Engine Cabin Air Filter for Subaru Forester 2019 2020 2021 WRX 2023 2022\", \"asin\": \"B0CL9GXXS3\", \"price\": \"$17.89\", \"delivery\": \"FREE delivery May 5 - 13 on $35 of items shipped by Amazon Or fastest delivery May 5 - 12\"},\n {\"title\": \"ECOGARD XA11536 Premium Engine Air Filter Fits 2019\\u20132026 Subaru Forester, 2018\\u20132026 Crosstrek, 2020\\u20132025 Outback, 2019\\u20132025 Ascent, 2017\\u20132025 Impreza, 2021\\u20132026 Crosstrek, 2020\\u20132025 Legacy\", \"asin\": \"B07FK6DZQX\", \"price\": \"$27.59\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:31:36.428Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"engine air filter and cabin filter combo subaru forester 2020\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A \\\", \\\"asin\\\": \\\"B0C4F3BG68\\\", \\\"price\\\": \\\"$23.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A \\\", \\\"asin\\\": \\\"B0D5LMWDPN\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A \\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930 \\\", \\\"asin\\\": \\\"B08PKF73L8\\\", \\\"price\\\": \\\"$13.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP930, CF10930, CAF1869P, Subaru: 72880-FG000, Compatible with Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek \\\", \\\"asin\\\": \\\"B0D7Z1C2GC\\\", \\\"price\\\": \\\"$13.85\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\", \\\"delivery\\\": \\\"FREE delivery Sat, Apr 26\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\\\", \\\"asin\\\": \\\"B0CYG8YNHF\\\", \\\"price\\\": \\\"$9.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\\\", \\\"asin\\\": \\\"B0BYH7LJ41\\\", \\\"price\\\": \\\"$18.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\\\", \\\"asin\\\": \\\"B0D5LMWDPN\\\", \\\"price\\\": \\\"$24.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07YMM9MYL\\\", \\\"price\\\": \\\"$15.96\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\\\", \\\"asin\\\": \\\"B0CQPH2G2M\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"16546-AA10A 72880-FG000 Engine and Cabin Air Filter Compatible with Subaru Model, Forester 2014-2019 H4 2.0L, WRX 2015-2021 H4 2.0L, Replaces DWP35592, C36115\\\", \\\"asin\\\": \\\"B0CX59N39F\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"B072YV45X1\\\", \\\"price\\\": \\\"$29.00\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\\\", \\\"asin\\\": \\\"B0DC9KJGQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC36115 Premium Cabin Air Filter Fits Subaru Forester 2009-2018, Impreza 2008-2016, XV Crosstrek 2013-2015, Crosstrek 2016-2017, WRX 2013-2021, WRX STI 2013-2021\\\", \\\"asin\\\": \\\"B00CT30SSU\\\", \\\"price\\\": \\\"$14.67\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\\\", \\\"asin\\\": \\\"B0979MD868\\\", \\\"price\\\": \\\"$27.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"Engine & Cabin Air Filter For Forester (19-23), WRX(22-23). Replace CF12775, CA12295\\\", \\\"asin\\\": \\\"B0CP7NJG21\\\", \\\"price\\\": \\\"$29.17\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 19 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"FUN-DRIVING Engine Cabin Air Filter for Subaru Forester 2019 2020 2021 WRX 2023 2022\\\", \\\"asin\\\": \\\"B0CL9GXXS3\\\", \\\"price\\\": \\\"$17.89\\\", \\\"delivery\\\": \\\"FREE delivery May 5 - 13 on $35 of items shipped by Amazon Or fastest delivery May 5 - 12\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA11536 Premium Engine Air Filter Fits 2019\\\\u20132026 Subaru Forester, 2018\\\\u20132026 Crosstrek, 2020\\\\u20132025 Outback, 2019\\\\u20132025 Ascent, 2017\\\\u20132025 Impreza, 2021\\\\u20132026 Crosstrek, 2020\\\\u20132025 Legacy\\\", \\\"asin\\\": \\\"B07FK6DZQX\\\", \\\"price\\\": \\\"$27.59\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B001C6Q34S\\\", \\\"price\\\": \\\"$14.50\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:31:36.428Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click_product"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"B0DC6MJ3SP"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:31:36.428Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":990,"string":"990"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:31:36.428Z"},"extra_info.answer.action":{"kind":"string","value":"click_product"},"extra_info.answer.action_argument":{"kind":"string","value":"B0DC6MJ3SP"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter and cabin filter combo subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A \", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A \", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A \", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930 \", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP930, CF10930, CAF1869P, Subaru: 72880-FG000, Compatible with Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek \", \"asin\": \"B0D7Z1C2GC\", \"price\": \"$13.85\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n {\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"16546-AA10A 72880-FG000 Engine and Cabin Air Filter Compatible with Subaru Model, Forester 2014-2019 H4 2.0L, WRX 2015-2021 H4 2.0L, Replaces DWP35592, C36115\", \"asin\": \"B0CX59N39F\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ECOGARD XC36115 Premium Cabin Air Filter Fits Subaru Forester 2009-2018, Impreza 2008-2016, XV Crosstrek 2013-2015, Crosstrek 2016-2017, WRX 2013-2021, WRX STI 2013-2021\", \"asin\": \"B00CT30SSU\", \"price\": \"$14.67\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"Engine & Cabin Air Filter For Forester (19-23), WRX(22-23). Replace CF12775, CA12295\", \"asin\": \"B0CP7NJG21\", \"price\": \"$29.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 19 left in stock - order soon.\"},\n {\"title\": \"FUN-DRIVING Engine Cabin Air Filter for Subaru Forester 2019 2020 2021 WRX 2023 2022\", \"asin\": \"B0CL9GXXS3\", \"price\": \"$17.89\", \"delivery\": \"FREE delivery May 5 - 13 on $35 of items shipped by Amazon Or fastest delivery May 5 - 12\"},\n {\"title\": \"ECOGARD XA11536 Premium Engine Air Filter Fits 2019\\u20132026 Subaru Forester, 2018\\u20132026 Crosstrek, 2020\\u20132025 Outback, 2019\\u20132025 Ascent, 2017\\u20132025 Impreza, 2021\\u20132026 Crosstrek, 2020\\u20132025 Legacy\", \"asin\": \"B07FK6DZQX\", \"price\": \"$27.59\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:31:36.428Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click_product B0DC6MJ3SP \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click_product B0DC6MJ3SP \",\n \"index\": 990,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"engine air filter and cabin filter combo subaru forester 2020\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A \\\", \\\"asin\\\": \\\"B0C4F3BG68\\\", \\\"price\\\": \\\"$23.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A \\\", \\\"asin\\\": \\\"B0D5LMWDPN\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A \\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930 \\\", \\\"asin\\\": \\\"B08PKF73L8\\\", \\\"price\\\": \\\"$13.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP930, CF10930, CAF1869P, Subaru: 72880-FG000, Compatible with Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek \\\", \\\"asin\\\": \\\"B0D7Z1C2GC\\\", \\\"price\\\": \\\"$13.85\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\\\u20132024 Subaru Forester 2.5L, 2022\\\\u20132025 WRX 2.4L\\\", \\\"asin\\\": \\\"B08K3T4P8N\\\", \\\"price\\\": \\\"$21.67\\\", \\\"delivery\\\": \\\"FREE delivery Sat, Apr 26\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\\\", \\\"asin\\\": \\\"B0BB2CX4C1\\\", \\\"price\\\": \\\"$15.88\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\\\", \\\"asin\\\": \\\"B083XF3YW4\\\", \\\"price\\\": \\\"$13.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\\\", \\\"asin\\\": \\\"B0CYG8YNHF\\\", \\\"price\\\": \\\"$9.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\\\", \\\"asin\\\": \\\"B0BYH7LJ41\\\", \\\"price\\\": \\\"$18.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\\\"},\\n {\\\"title\\\": \\\"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\\\", \\\"asin\\\": \\\"B0D5LMWDPN\\\", \\\"price\\\": \\\"$24.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07YMM9MYL\\\", \\\"price\\\": \\\"$15.96\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\\\", \\\"asin\\\": \\\"B0CQPH2G2M\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"16546-AA10A 72880-FG000 Engine and Cabin Air Filter Compatible with Subaru Model, Forester 2014-2019 H4 2.0L, WRX 2015-2021 H4 2.0L, Replaces DWP35592, C36115\\\", \\\"asin\\\": \\\"B0CX59N39F\\\", \\\"price\\\": \\\"$16.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"B072YV45X1\\\", \\\"price\\\": \\\"$29.00\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\\\", \\\"asin\\\": \\\"B0DC9KJGQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"},\\n {\\\"title\\\": \\\"ECOGARD XC36115 Premium Cabin Air Filter Fits Subaru Forester 2009-2018, Impreza 2008-2016, XV Crosstrek 2013-2015, Crosstrek 2016-2017, WRX 2013-2021, WRX STI 2013-2021\\\", \\\"asin\\\": \\\"B00CT30SSU\\\", \\\"price\\\": \\\"$14.67\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\\\", \\\"asin\\\": \\\"B0979MD868\\\", \\\"price\\\": \\\"$27.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"Engine & Cabin Air Filter For Forester (19-23), WRX(22-23). Replace CF12775, CA12295\\\", \\\"asin\\\": \\\"B0CP7NJG21\\\", \\\"price\\\": \\\"$29.17\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 19 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"FUN-DRIVING Engine Cabin Air Filter for Subaru Forester 2019 2020 2021 WRX 2023 2022\\\", \\\"asin\\\": \\\"B0CL9GXXS3\\\", \\\"price\\\": \\\"$17.89\\\", \\\"delivery\\\": \\\"FREE delivery May 5 - 13 on $35 of items shipped by Amazon Or fastest delivery May 5 - 12\\\"},\\n {\\\"title\\\": \\\"ECOGARD XA11536 Premium Engine Air Filter Fits 2019\\\\u20132026 Subaru Forester, 2018\\\\u20132026 Crosstrek, 2020\\\\u20132025 Outback, 2019\\\\u20132025 Ascent, 2017\\\\u20132025 Impreza, 2021\\\\u20132026 Crosstrek, 2020\\\\u20132025 Legacy\\\", \\\"asin\\\": \\\"B07FK6DZQX\\\", \\\"price\\\": \\\"$27.59\\\", \\\"delivery\\\": \\\"FREE delivery Apr 24 - 28\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B001C6Q34S\\\", \\\"price\\\": \\\"$14.50\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\\\u202fAM - 8\\\\u202fAM\\\"},\\n {\\\"title\\\": \\\"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\\\", \\\"asin\\\": \\\"B0CHYK8STQ\\\", \\\"price\\\": \\\"$19.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\\\"},\\n {\\\"title\\\": \\\"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\\\", \\\"asin\\\": \\\"B0C6XF76D4\\\", \\\"price\\\": \\\"$12.97\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":991,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter and cabin filter combo subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DC6MJ3SP\"\n},\n {\n \"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\"\n},\n {\n \"price\": \"$25.99\"\n},\n {\n \"bullet_list\": \"[Applicable Vehicle Models] This cabin air filter is compatible with 2023 2022 2021 2020 2019 Subaru Forester 2.5L \\u3010High-efficiency Purification\\u3011The engine air filter adopts a high-fiber structure with high filtration precision, it efficiently filters out 99% of the impurities in the air. The automotive cabin air filter utilizes multi-layer filtration materials, which can freshen the air for drivers and passengers \\u3010Low Resistance Design\\u3011RVgolf Air Filter is craftsmanship, which can effectively improve the air intake efficiency of the engine or equipment, reduce engine noise and vibration. Cabin air filters employ low-resistance designs to minimize noise during airflow, ensuring a quieter operation of the AC system \\u3010Reference Number\\u3011Engine air filter replace# 16546AA16A. Cabin air filter replace# 72880-FL000. Please confirm if it is compatible for your car before placing an order \\u3010Seamless Setup\\u3011Replacing the air filter is hassle-free and swiftly done by the driver with minimal steps. It is recommended that the filter be changed every 12 months or 12,000 miles to protect the engine and keep the air clean\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"19-23 Forester\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L ...\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-202...\", \"asin\": \"B0D2DWTW4X\", \"price\": \"$31.89\", \"quantity\": \"\"},\n {\"title\": \"2PCS Engine Air Filter Fit for Subaru Ascent 19-25, Forester 19-24, Impreza 17-23, ...\", \"asin\": \"B0DH2FK14K\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"JTCAF156-W3 Cabin air filter for Forester (2023-2019),WRX (2023-2022),Replacement f...\", \"asin\": \"B0C64Z37JN\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"2-Pack Cabin Air Filter Fits for Subaru Ascent, Crosstrek, Impreza, Legacy, Outback...\", \"asin\": \"B0CB8B2RJF\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...\", \"asin\": \"B0CM68R9FP\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru ...\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"QT930-997 CABIN&ENGINE AIR FILTER For Forester (2009-2018), Impreza (2008-2016),XV ...\", \"asin\": \"B0CL6J5ZKY\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"ITESIER Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-2020), Replaces 97133-J5000, 97133-3M000, WP10367, 28113-A9100\", \"asin\": \"B0D2DWTW4X\", \"price\": \"$31.89\", \"quantity\": \"\"},\n {\"title\": \"SERVKITOUR Cabin and Engine Air Filter Set for Palisade 2020 2021 2022 2023 2024 2025, Replace 97133S8000, WP10080, 28113A9100, CA11943\", \"asin\": \"B0DQ8Y7G8W\", \"price\": \"$28.79\", \"quantity\": \"\"},\n {\"title\": \"Forccord 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2023), WRX (2022-2025) Activated Carbon Cabin Filter Replacement 72880-FL000 Car Accessories\", \"asin\": \"B0CD7J3LPW\", \"price\": \"$25.88\", \"quantity\": \"\"},\n {\"title\": \"Forccord 2-PACK HEPA Cabin Air Filter Fits for Chrysler Town & Country,Dodge Grand Caravan,Nissan Armada/Titan,Infiniti G25/G35/M45/Q40/Q50/QX70 Carbon Cabin Filter Replacement CF10743 Car Accessories\", \"asin\": \"B0BZYW7H56\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"RVgolf 2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"N9FE5W Cabin Engine Air Filter for Subaru LEGACY OUTBACK ASCENT CROSSTREK IMPREZA\", \"asin\": \"B0CL9FGHF7\", \"price\": \"$20.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064\", \"asin\": \"B0DHHLP1Q2\", \"price\": \"$19.73\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:32:59.010Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"engine air filter and cabin filter combo subaru forester 2020\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0DC6MJ3SP\\\"\\n},\\n {\\n \\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\"\\n},\\n {\\n \\\"price\\\": \\\"$25.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"[Applicable Vehicle Models] This cabin air filter is compatible with 2023 2022 2021 2020 2019 Subaru Forester 2.5L \\\\u3010High-efficiency Purification\\\\u3011The engine air filter adopts a high-fiber structure with high filtration precision, it efficiently filters out 99% of the impurities in the air. The automotive cabin air filter utilizes multi-layer filtration materials, which can freshen the air for drivers and passengers \\\\u3010Low Resistance Design\\\\u3011RVgolf Air Filter is craftsmanship, which can effectively improve the air intake efficiency of the engine or equipment, reduce engine noise and vibration. Cabin air filters employ low-resistance designs to minimize noise during airflow, ensuring a quieter operation of the AC system \\\\u3010Reference Number\\\\u3011Engine air filter replace# 16546AA16A. Cabin air filter replace# 72880-FL000. Please confirm if it is compatible for your car before placing an order \\\\u3010Seamless Setup\\\\u3011Replacing the air filter is hassle-free and swiftly done by the driver with minimal steps. It is recommended that the filter be changed every 12 months or 12,000 miles to protect the engine and keep the air clean\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Size\\\": \\\"19-23 Forester\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\\\", \\\"asin\\\": \\\"B0DFCFSTFL\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\\\", \\\"asin\\\": \\\"B0DC9KJGQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L ...\\\", \\\"asin\\\": \\\"B0C4F3BG68\\\", \\\"price\\\": \\\"$23.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-202...\\\", \\\"asin\\\": \\\"B0D2DWTW4X\\\", \\\"price\\\": \\\"$31.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2PCS Engine Air Filter Fit for Subaru Ascent 19-25, Forester 19-24, Impreza 17-23, ...\\\", \\\"asin\\\": \\\"B0DH2FK14K\\\", \\\"price\\\": \\\"$21.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"JTCAF156-W3 Cabin air filter for Forester (2023-2019),WRX (2023-2022),Replacement f...\\\", \\\"asin\\\": \\\"B0C64Z37JN\\\", \\\"price\\\": \\\"$22.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-Pack Cabin Air Filter Fits for Subaru Ascent, Crosstrek, Impreza, Legacy, Outback...\\\", \\\"asin\\\": \\\"B0CB8B2RJF\\\", \\\"price\\\": \\\"$19.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...\\\", \\\"asin\\\": \\\"B0CM68R9FP\\\", \\\"price\\\": \\\"$19.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\\\", \\\"asin\\\": \\\"B0DC9KJGQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru ...\\\", \\\"asin\\\": \\\"B0D5LMWDPN\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"QT930-997 CABIN&ENGINE AIR FILTER For Forester (2009-2018), Impreza (2008-2016),XV ...\\\", \\\"asin\\\": \\\"B0CL6J5ZKY\\\", \\\"price\\\": \\\"$26.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ITESIER Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-2020), Replaces 97133-J5000, 97133-3M000, WP10367, 28113-A9100\\\", \\\"asin\\\": \\\"B0D2DWTW4X\\\", \\\"price\\\": \\\"$31.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"SERVKITOUR Cabin and Engine Air Filter Set for Palisade 2020 2021 2022 2023 2024 2025, Replace 97133S8000, WP10080, 28113A9100, CA11943\\\", \\\"asin\\\": \\\"B0DQ8Y7G8W\\\", \\\"price\\\": \\\"$28.79\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Forccord 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2023), WRX (2022-2025) Activated Carbon Cabin Filter Replacement 72880-FL000 Car Accessories\\\", \\\"asin\\\": \\\"B0CD7J3LPW\\\", \\\"price\\\": \\\"$25.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Forccord 2-PACK HEPA Cabin Air Filter Fits for Chrysler Town & Country,Dodge Grand Caravan,Nissan Armada/Titan,Infiniti G25/G35/M45/Q40/Q50/QX70 Carbon Cabin Filter Replacement CF10743 Car Accessories\\\", \\\"asin\\\": \\\"B0BZYW7H56\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"RVgolf 2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\\\", \\\"asin\\\": \\\"B0DC9KJGQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\\\", \\\"asin\\\": \\\"B0D5LMWDPN\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"N9FE5W Cabin Engine Air Filter for Subaru LEGACY OUTBACK ASCENT CROSSTREK IMPREZA\\\", \\\"asin\\\": \\\"B0CL9FGHF7\\\", \\\"price\\\": \\\"$20.00\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"B072YV45X1\\\", \\\"price\\\": \\\"$29.00\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064\\\", \\\"asin\\\": \\\"B0DHHLP1Q2\\\", \\\"price\\\": \\\"$19.73\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B001C6Q34S\\\", \\\"price\\\": \\\"$14.50\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:32:59.010Z"},"reward_model.ground_truth.action":{"kind":"string","value":"purchase"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"B0DC6MJ3SP"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:32:59.010Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":991,"string":"991"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:32:59.010Z"},"extra_info.answer.action":{"kind":"string","value":"purchase"},"extra_info.answer.action_argument":{"kind":"string","value":"B0DC6MJ3SP"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter and cabin filter combo subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DC6MJ3SP\"\n},\n {\n \"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\"\n},\n {\n \"price\": \"$25.99\"\n},\n {\n \"bullet_list\": \"[Applicable Vehicle Models] This cabin air filter is compatible with 2023 2022 2021 2020 2019 Subaru Forester 2.5L \\u3010High-efficiency Purification\\u3011The engine air filter adopts a high-fiber structure with high filtration precision, it efficiently filters out 99% of the impurities in the air. The automotive cabin air filter utilizes multi-layer filtration materials, which can freshen the air for drivers and passengers \\u3010Low Resistance Design\\u3011RVgolf Air Filter is craftsmanship, which can effectively improve the air intake efficiency of the engine or equipment, reduce engine noise and vibration. Cabin air filters employ low-resistance designs to minimize noise during airflow, ensuring a quieter operation of the AC system \\u3010Reference Number\\u3011Engine air filter replace# 16546AA16A. Cabin air filter replace# 72880-FL000. Please confirm if it is compatible for your car before placing an order \\u3010Seamless Setup\\u3011Replacing the air filter is hassle-free and swiftly done by the driver with minimal steps. It is recommended that the filter be changed every 12 months or 12,000 miles to protect the engine and keep the air clean\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"19-23 Forester\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L ...\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-202...\", \"asin\": \"B0D2DWTW4X\", \"price\": \"$31.89\", \"quantity\": \"\"},\n {\"title\": \"2PCS Engine Air Filter Fit for Subaru Ascent 19-25, Forester 19-24, Impreza 17-23, ...\", \"asin\": \"B0DH2FK14K\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"JTCAF156-W3 Cabin air filter for Forester (2023-2019),WRX (2023-2022),Replacement f...\", \"asin\": \"B0C64Z37JN\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"2-Pack Cabin Air Filter Fits for Subaru Ascent, Crosstrek, Impreza, Legacy, Outback...\", \"asin\": \"B0CB8B2RJF\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...\", \"asin\": \"B0CM68R9FP\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru ...\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"QT930-997 CABIN&ENGINE AIR FILTER For Forester (2009-2018), Impreza (2008-2016),XV ...\", \"asin\": \"B0CL6J5ZKY\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"ITESIER Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-2020), Replaces 97133-J5000, 97133-3M000, WP10367, 28113-A9100\", \"asin\": \"B0D2DWTW4X\", \"price\": \"$31.89\", \"quantity\": \"\"},\n {\"title\": \"SERVKITOUR Cabin and Engine Air Filter Set for Palisade 2020 2021 2022 2023 2024 2025, Replace 97133S8000, WP10080, 28113A9100, CA11943\", \"asin\": \"B0DQ8Y7G8W\", \"price\": \"$28.79\", \"quantity\": \"\"},\n {\"title\": \"Forccord 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2023), WRX (2022-2025) Activated Carbon Cabin Filter Replacement 72880-FL000 Car Accessories\", \"asin\": \"B0CD7J3LPW\", \"price\": \"$25.88\", \"quantity\": \"\"},\n {\"title\": \"Forccord 2-PACK HEPA Cabin Air Filter Fits for Chrysler Town & Country,Dodge Grand Caravan,Nissan Armada/Titan,Infiniti G25/G35/M45/Q40/Q50/QX70 Carbon Cabin Filter Replacement CF10743 Car Accessories\", \"asin\": \"B0BZYW7H56\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"RVgolf 2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"N9FE5W Cabin Engine Air Filter for Subaru LEGACY OUTBACK ASCENT CROSSTREK IMPREZA\", \"asin\": \"B0CL9FGHF7\", \"price\": \"$20.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064\", \"asin\": \"B0DHHLP1Q2\", \"price\": \"$19.73\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:32:59.010Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"purchase B0DC6MJ3SP \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"purchase B0DC6MJ3SP \",\n \"index\": 991,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"engine air filter and cabin filter combo subaru forester 2020\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0DC6MJ3SP\\\"\\n},\\n {\\n \\\"title\\\": \\\"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\"\\n},\\n {\\n \\\"price\\\": \\\"$25.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"[Applicable Vehicle Models] This cabin air filter is compatible with 2023 2022 2021 2020 2019 Subaru Forester 2.5L \\\\u3010High-efficiency Purification\\\\u3011The engine air filter adopts a high-fiber structure with high filtration precision, it efficiently filters out 99% of the impurities in the air. The automotive cabin air filter utilizes multi-layer filtration materials, which can freshen the air for drivers and passengers \\\\u3010Low Resistance Design\\\\u3011RVgolf Air Filter is craftsmanship, which can effectively improve the air intake efficiency of the engine or equipment, reduce engine noise and vibration. Cabin air filters employ low-resistance designs to minimize noise during airflow, ensuring a quieter operation of the AC system \\\\u3010Reference Number\\\\u3011Engine air filter replace# 16546AA16A. Cabin air filter replace# 72880-FL000. Please confirm if it is compatible for your car before placing an order \\\\u3010Seamless Setup\\\\u3011Replacing the air filter is hassle-free and swiftly done by the driver with minimal steps. It is recommended that the filter be changed every 12 months or 12,000 miles to protect the engine and keep the air clean\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n},\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Size\\\": \\\"19-23 Forester\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\\\", \\\"asin\\\": \\\"B0DQV6HCLZ\\\", \\\"price\\\": \\\"$22.78\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B08B38PH2D\\\", \\\"price\\\": \\\"$19.86\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\\\", \\\"asin\\\": \\\"B0D7ZYQKN2\\\", \\\"price\\\": \\\"$20.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\\\", \\\"asin\\\": \\\"B0DFCFSTFL\\\", \\\"price\\\": \\\"$19.98\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\\\", \\\"asin\\\": \\\"B0DC9KJGQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L ...\\\", \\\"asin\\\": \\\"B0C4F3BG68\\\", \\\"price\\\": \\\"$23.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-202...\\\", \\\"asin\\\": \\\"B0D2DWTW4X\\\", \\\"price\\\": \\\"$31.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2PCS Engine Air Filter Fit for Subaru Ascent 19-25, Forester 19-24, Impreza 17-23, ...\\\", \\\"asin\\\": \\\"B0DH2FK14K\\\", \\\"price\\\": \\\"$21.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"JTCAF156-W3 Cabin air filter for Forester (2023-2019),WRX (2023-2022),Replacement f...\\\", \\\"asin\\\": \\\"B0C64Z37JN\\\", \\\"price\\\": \\\"$22.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-Pack Cabin Air Filter Fits for Subaru Ascent, Crosstrek, Impreza, Legacy, Outback...\\\", \\\"asin\\\": \\\"B0CB8B2RJF\\\", \\\"price\\\": \\\"$19.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...\\\", \\\"asin\\\": \\\"B0CM68R9FP\\\", \\\"price\\\": \\\"$19.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\\\", \\\"asin\\\": \\\"B0DC9KJGQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru ...\\\", \\\"asin\\\": \\\"B0D5LMWDPN\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"QT930-997 CABIN&ENGINE AIR FILTER For Forester (2009-2018), Impreza (2008-2016),XV ...\\\", \\\"asin\\\": \\\"B0CL6J5ZKY\\\", \\\"price\\\": \\\"$26.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ITESIER Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-2020), Replaces 97133-J5000, 97133-3M000, WP10367, 28113-A9100\\\", \\\"asin\\\": \\\"B0D2DWTW4X\\\", \\\"price\\\": \\\"$31.89\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"SERVKITOUR Cabin and Engine Air Filter Set for Palisade 2020 2021 2022 2023 2024 2025, Replace 97133S8000, WP10080, 28113A9100, CA11943\\\", \\\"asin\\\": \\\"B0DQ8Y7G8W\\\", \\\"price\\\": \\\"$28.79\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Forccord 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2023), WRX (2022-2025) Activated Carbon Cabin Filter Replacement 72880-FL000 Car Accessories\\\", \\\"asin\\\": \\\"B0CD7J3LPW\\\", \\\"price\\\": \\\"$25.88\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Forccord 2-PACK HEPA Cabin Air Filter Fits for Chrysler Town & Country,Dodge Grand Caravan,Nissan Armada/Titan,Infiniti G25/G35/M45/Q40/Q50/QX70 Carbon Cabin Filter Replacement CF10743 Car Accessories\\\", \\\"asin\\\": \\\"B0BZYW7H56\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"RVgolf 2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\\\", \\\"asin\\\": \\\"B0DC9KJGQM\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\\\", \\\"asin\\\": \\\"B0D5LMWDPN\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"N9FE5W Cabin Engine Air Filter for Subaru LEGACY OUTBACK ASCENT CROSSTREK IMPREZA\\\", \\\"asin\\\": \\\"B0CL9FGHF7\\\", \\\"price\\\": \\\"$20.00\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"B072YV45X1\\\", \\\"price\\\": \\\"$29.00\\\"},\\n {\\\"title\\\": \\\"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064\\\", \\\"asin\\\": \\\"B0DHHLP1Q2\\\", \\\"price\\\": \\\"$19.73\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"B001C6Q34S\\\", \\\"price\\\": \\\"$14.50\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":992,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"\", \"price\": \"$14.50\", \"quantity\": \"\"},\n {\"title\": \"14 inch Rear Windshield Wiper Blade Replacement for Subaru Forester 2022-2006 Ascent 22-19 Impreza 11-04 Legacy 09-05 Outback 19-05 Tribeca 14-06 /Honda CRV 11-07 Fit 20-07 Back Window 14-B H354\", \"asin\": \"\", \"price\": \"$7.79\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n {\"title\": \"Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n {\"title\": \"Castrol EDGE 0W-20 Advanced Full Synthetic Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$71.91\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n {\"title\": \"Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Forccord 1Pcs Cabin Air Filter and 1Pcs Engine Air Filter Fit for Ford Bronco 2025 2024 2023 2022 2021 2.3L 2.7L Cabin Filter Engine Air Filter Replacement Car Accessories\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:33:01.756Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$33.40\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$14.50\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"14 inch Rear Windshield Wiper Blade Replacement for Subaru Forester 2022-2006 Ascent 22-19 Impreza 11-04 Legacy 09-05 Outback 19-05 Tribeca 14-06 /Honda CRV 11-07 Fit 20-07 Back Window 14-B H354\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$7.79\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\\\\\"/17\\\\\\\"/14\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AUTOBOO 26\\\\\\\"+17\\\\\\\" Windshield Wipers with 14\\\\\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\\\\\" 17\\\\\\\" 14\\\\\\\" (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\\\\\"/17\\\\\\\"/14\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\\\\\" 17\\\\\\\" 14\\\\\\\" (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$19.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$33.40\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AUTOBOO 26\\\\\\\"+17\\\\\\\" Windshield Wipers with 14\\\\\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$20.53\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$89.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$14.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\\\\\"/17\\\\\\\"/14\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\\\\\"+17\\\\\\\"+14\\\\\\\" (Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$22.61\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AUTOBOO 26\\\\\\\"+17\\\\\\\" Windshield Wipers with 14\\\\\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$20.53\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\\\\\"/17\\\\\\\"/14\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$33.40\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Castrol EDGE 0W-20 Advanced Full Synthetic Motor Oil, 5 Quarts, Pack of 3\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$71.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AUTOBOO 26\\\\\\\"+17\\\\\\\" Windshield Wipers with 14\\\\\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$20.53\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$89.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\\\\\" 17\\\\\\\" 14\\\\\\\" (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$19.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Forccord 1Pcs Cabin Air Filter and 1Pcs Engine Air Filter Fit for Ford Bronco 2025 2024 2023 2022 2021 2.3L 2.7L Cabin Filter Engine Air Filter Replacement Car Accessories\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:33:01.756Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"nav_bar"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:33:01.756Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":992,"string":"992"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:33:01.756Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"nav_bar"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"\", \"price\": \"$14.50\", \"quantity\": \"\"},\n {\"title\": \"14 inch Rear Windshield Wiper Blade Replacement for Subaru Forester 2022-2006 Ascent 22-19 Impreza 11-04 Legacy 09-05 Outback 19-05 Tribeca 14-06 /Honda CRV 11-07 Fit 20-07 Back Window 14-B H354\", \"asin\": \"\", \"price\": \"$7.79\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n {\"title\": \"Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n {\"title\": \"Castrol EDGE 0W-20 Advanced Full Synthetic Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$71.91\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n {\"title\": \"Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Forccord 1Pcs Cabin Air Filter and 1Pcs Engine Air Filter Fit for Ford Bronco 2025 2024 2023 2022 2021 2.3L 2.7L Cabin Filter Engine Air Filter Replacement Car Accessories\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:33:01.756Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click nav_bar \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click nav_bar \",\n \"index\": 992,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"price\\\": \\\"$14.61\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.43\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$12.37\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$33.40\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$14.50\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"14 inch Rear Windshield Wiper Blade Replacement for Subaru Forester 2022-2006 Ascent 22-19 Impreza 11-04 Legacy 09-05 Outback 19-05 Tribeca 14-06 /Honda CRV 11-07 Fit 20-07 Back Window 14-B H354\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$7.79\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\\\\\"/17\\\\\\\"/14\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AUTOBOO 26\\\\\\\"+17\\\\\\\" Windshield Wipers with 14\\\\\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\\\\\" 17\\\\\\\" 14\\\\\\\" (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\\\\\"/17\\\\\\\"/14\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\\\\\" 17\\\\\\\" 14\\\\\\\" (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$19.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$33.40\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AUTOBOO 26\\\\\\\"+17\\\\\\\" Windshield Wipers with 14\\\\\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$20.53\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$89.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$14.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\\\\\"/17\\\\\\\"/14\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$29.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\\\\\"+17\\\\\\\"+14\\\\\\\" (Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$22.61\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AUTOBOO 26\\\\\\\"+17\\\\\\\" Windshield Wipers with 14\\\\\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$20.53\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\\\\\"/17\\\\\\\"/14\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$33.40\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Castrol EDGE 0W-20 Advanced Full Synthetic Motor Oil, 5 Quarts, Pack of 3\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$71.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AUTOBOO 26\\\\\\\"+17\\\\\\\" Windshield Wipers with 14\\\\\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$20.53\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$89.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\\\\\" 17\\\\\\\" 14\\\\\\\" (Pack of 3)\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$19.91\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Forccord 1Pcs Cabin Air Filter and 1Pcs Engine Air Filter Fit for Ford Bronco 2025 2024 2023 2022 2021 2.3L 2.7L Cabin Filter Engine Air Filter Replacement Car Accessories\\\", \\\"asin\\\": \\\"\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":993,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"BE-277 1-Pack\"}]},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:33:10.911Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\\\", \\\"asin\\\": \\\"B0BLYPPNVN\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\\\", \\\"asin\\\": \\\"B075TKKCTM\\\", \\\"price\\\": \\\"$49.84\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Layrite Natural Matte Cream Oz\\\", \\\"asin\\\": \\\"/promo/A3IIQ1IEWUTX17\\\", \\\"price\\\": \\\"$24.50\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\\\\\"/16\\\\\\\"/12\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"/promo/A2HWSQIGSCFENE\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\\\", \\\"asin\\\": \\\"B0795XF6MS\\\", \\\"price\\\": \\\"$26.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Playing Cards, Jumbo Index, 2 Pack\\\", \\\"asin\\\": \\\"B000BUUTJ6\\\", \\\"price\\\": \\\"$5.44\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\\\", \\\"asin\\\": \\\"B07VCKCPYK\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"B08KSPMRMK\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\\\", \\\"asin\\\": \\\"B09SDKSXLZ\\\", \\\"price\\\": \\\"$7.60\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\\\", \\\"asin\\\": \\\"B078BF27BF\\\", \\\"price\\\": \\\"$27.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\\\", \\\"asin\\\": \\\"B0BQX2RK69\\\", \\\"price\\\": \\\"$33.40\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"19-23 Forester\\\"}]},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Style\\\": \\\"BE-277 1-Pack\\\"}]},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Color\\\": \\\"1-2 Decks\\\"}]},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:33:10.911Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:33:10.911Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"quantity"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:33:10.911Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":993,"string":"993"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:33:10.911Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"quantity"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"BE-277 1-Pack\"}]},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:33:10.911Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click quantity \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click quantity \",\n \"index\": 993,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\\\", \\\"asin\\\": \\\"B0BLYPPNVN\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\\\", \\\"asin\\\": \\\"B075TKKCTM\\\", \\\"price\\\": \\\"$49.84\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Layrite Natural Matte Cream Oz\\\", \\\"asin\\\": \\\"/promo/A3IIQ1IEWUTX17\\\", \\\"price\\\": \\\"$24.50\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\\\\\"/16\\\\\\\"/12\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"/promo/A2HWSQIGSCFENE\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\\\", \\\"asin\\\": \\\"B0795XF6MS\\\", \\\"price\\\": \\\"$26.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Playing Cards, Jumbo Index, 2 Pack\\\", \\\"asin\\\": \\\"B000BUUTJ6\\\", \\\"price\\\": \\\"$5.44\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\\\", \\\"asin\\\": \\\"B07VCKCPYK\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"B08KSPMRMK\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\\\", \\\"asin\\\": \\\"B09SDKSXLZ\\\", \\\"price\\\": \\\"$7.60\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\\\", \\\"asin\\\": \\\"B078BF27BF\\\", \\\"price\\\": \\\"$27.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\\\", \\\"asin\\\": \\\"B0BQX2RK69\\\", \\\"price\\\": \\\"$33.40\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"19-23 Forester\\\"}]},\\n {\\\"title\\\": \\\"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\\\", \\\"asin\\\": \\\"B0CCBVY3BV\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Style\\\": \\\"BE-277 1-Pack\\\"}]},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Color\\\": \\\"1-2 Decks\\\"}]},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:33:10.911Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":994,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:33:20.255Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:10.911Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\\\", \\\"asin\\\": \\\"B0BLYPPNVN\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\\\", \\\"asin\\\": \\\"B075TKKCTM\\\", \\\"price\\\": \\\"$49.84\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Layrite Natural Matte Cream Oz\\\", \\\"asin\\\": \\\"/promo/A3IIQ1IEWUTX17\\\", \\\"price\\\": \\\"$24.50\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\\\\\"/16\\\\\\\"/12\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"/promo/A2HWSQIGSCFENE\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\\\", \\\"asin\\\": \\\"B0795XF6MS\\\", \\\"price\\\": \\\"$26.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Playing Cards, Jumbo Index, 2 Pack\\\", \\\"asin\\\": \\\"B000BUUTJ6\\\", \\\"price\\\": \\\"$5.44\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\\\", \\\"asin\\\": \\\"B07VCKCPYK\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"B08KSPMRMK\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\\\", \\\"asin\\\": \\\"B09SDKSXLZ\\\", \\\"price\\\": \\\"$7.60\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\\\", \\\"asin\\\": \\\"B078BF27BF\\\", \\\"price\\\": \\\"$27.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\\\", \\\"asin\\\": \\\"B0BQX2RK69\\\", \\\"price\\\": \\\"$33.40\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"19-23 Forester\\\"}]},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Color\\\": \\\"1-2 Decks\\\"}]},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:33:20.255Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:33:20.255Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"other"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:33:20.255Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":994,"string":"994"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:33:20.255Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"other"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:33:20.255Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click other \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click other \",\n \"index\": 994,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:10.911Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\\\", \\\"asin\\\": \\\"B0BLYPPNVN\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\\\", \\\"asin\\\": \\\"B075TKKCTM\\\", \\\"price\\\": \\\"$49.84\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Layrite Natural Matte Cream Oz\\\", \\\"asin\\\": \\\"/promo/A3IIQ1IEWUTX17\\\", \\\"price\\\": \\\"$24.50\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\\\\\"/16\\\\\\\"/12\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"/promo/A2HWSQIGSCFENE\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\\\", \\\"asin\\\": \\\"B0795XF6MS\\\", \\\"price\\\": \\\"$26.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Playing Cards, Jumbo Index, 2 Pack\\\", \\\"asin\\\": \\\"B000BUUTJ6\\\", \\\"price\\\": \\\"$5.44\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\\\", \\\"asin\\\": \\\"B07VCKCPYK\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"B08KSPMRMK\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\\\", \\\"asin\\\": \\\"B09SDKSXLZ\\\", \\\"price\\\": \\\"$7.60\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\\\", \\\"asin\\\": \\\"B078BF27BF\\\", \\\"price\\\": \\\"$27.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\\\", \\\"asin\\\": \\\"B0BQX2RK69\\\", \\\"price\\\": \\\"$33.40\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"19-23 Forester\\\"}]},\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Color\\\": \\\"1-2 Decks\\\"}]},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:33:20.255Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":995,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:33:26.185Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:10.911Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:20.255Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\\\", \\\"asin\\\": \\\"B0BLYPPNVN\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\\\", \\\"asin\\\": \\\"B075TKKCTM\\\", \\\"price\\\": \\\"$49.84\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Layrite Natural Matte Cream Oz\\\", \\\"asin\\\": \\\"/promo/A3IIQ1IEWUTX17\\\", \\\"price\\\": \\\"$24.50\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\\\\\"/16\\\\\\\"/12\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"/promo/A2HWSQIGSCFENE\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\\\", \\\"asin\\\": \\\"B0795XF6MS\\\", \\\"price\\\": \\\"$26.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Playing Cards, Jumbo Index, 2 Pack\\\", \\\"asin\\\": \\\"B000BUUTJ6\\\", \\\"price\\\": \\\"$5.44\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\\\", \\\"asin\\\": \\\"B07VCKCPYK\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"B08KSPMRMK\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\\\", \\\"asin\\\": \\\"B09SDKSXLZ\\\", \\\"price\\\": \\\"$7.60\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\\\", \\\"asin\\\": \\\"B078BF27BF\\\", \\\"price\\\": \\\"$27.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\\\", \\\"asin\\\": \\\"B0BQX2RK69\\\", \\\"price\\\": \\\"$33.40\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"19-23 Forester\\\"}]},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"options\\\": [{\\\"Color\\\": \\\"1-2 Decks\\\"}]},\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:33:26.185Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-21T19:33:26.185Z"},"reward_model.ground_truth.action":{"kind":"string","value":"purchase"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"B0DC6MJ3SP, B01FFOY006"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-21T19:33:26.185Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":995,"string":"995"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-21T19:33:26.185Z"},"extra_info.answer.action":{"kind":"string","value":"purchase"},"extra_info.answer.action_argument":{"kind":"string","value":"B0DC6MJ3SP, B01FFOY006"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-21T19:33:26.185Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"purchase B0DC6MJ3SP, B01FFOY006 \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"purchase B0DC6MJ3SP, B01FFOY006 \",\n \"index\": 995,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:10.911Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:20.255Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\\\", \\\"asin\\\": \\\"B0BLYPPNVN\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\\\", \\\"asin\\\": \\\"B075TKKCTM\\\", \\\"price\\\": \\\"$49.84\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Layrite Natural Matte Cream Oz\\\", \\\"asin\\\": \\\"/promo/A3IIQ1IEWUTX17\\\", \\\"price\\\": \\\"$24.50\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\\\\\"/16\\\\\\\"/12\\\\\\\"(Set of 3)\\\", \\\"asin\\\": \\\"/promo/A2HWSQIGSCFENE\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\\\", \\\"asin\\\": \\\"B08X8Y6FK3\\\", \\\"price\\\": \\\"$13.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\\\", \\\"asin\\\": \\\"B0795XF6MS\\\", \\\"price\\\": \\\"$26.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\\\", \\\"asin\\\": \\\"B07QRB9FQR\\\", \\\"price\\\": \\\"$13.34\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\\\", \\\"asin\\\": \\\"B07JBXL5NN\\\", \\\"price\\\": \\\"$18.09\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Playing Cards, Jumbo Index, 2 Pack\\\", \\\"asin\\\": \\\"B000BUUTJ6\\\", \\\"price\\\": \\\"$5.44\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\\\", \\\"asin\\\": \\\"B07VCKCPYK\\\", \\\"price\\\": \\\"$9.85\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\\\", \\\"asin\\\": \\\"B08KSPMRMK\\\", \\\"price\\\": \\\"$15.81\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\\\", \\\"asin\\\": \\\"B09SDKSXLZ\\\", \\\"price\\\": \\\"$7.60\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\\\", \\\"asin\\\": \\\"B078BF27BF\\\", \\\"price\\\": \\\"$27.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\\\", \\\"asin\\\": \\\"B0BQX2RK69\\\", \\\"price\\\": \\\"$33.40\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"active_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"19-23 Forester\\\"}]},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 available at checkout FREE Returns\\\", \\\"quantity\\\": \\\"1\\\", \\\"selected\\\": true, \\\"options\\\": [{\\\"Size\\\": \\\"2 Count (Pack of 1)\\\"}]}\\n ],\\n \\\"saved_items\\\": [\\n {\\\"title\\\": \\\"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\\\", \\\"asin\\\": \\\"B09Q69K331\\\", \\\"options\\\": [{\\\"Color\\\": \\\"1-2 Decks\\\"}]},\\n {\\\"title\\\": \\\"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\\\", \\\"asin\\\": \\\"B01J79RAXO\\\", \\\"options\\\": [{\\\"Size\\\": \\\"EV100 - 1 gallon\\\"}, {\\\"Style\\\": \\\"Humidifier\\\"}]},\\n {\\\"title\\\": \\\"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\\\", \\\"asin\\\": \\\"B00E92YWKY\\\", \\\"options\\\": []},\\n {\\\"title\\\": \\\"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\\\", \\\"asin\\\": \\\"B08TM2F4BH\\\", \\\"price\\\": \\\"$15.99\\\", \\\"options\\\": [{\\\"Color\\\": \\\"Black\\\"}]}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-21T19:33:26.185Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":996,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.40\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CXHFTRM5\"\n},\n {\n \"title\": \"yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver\"\n},\n {\n \"price\": \"$59.99\"\n},\n {\n \"bullet_list\": \"ALLOY MINI SHAVER - yoose trendy portable alloy mini shaver 2.0 is here. Comprehensively upgraded to enhance your shaving experience. One-piece molded ALLOY body, 18 plating process to restore the mirror metal texture. Rounded shape for comfortable grip. TRAVEL SIZE, MINI PORTABLE - Shave on the go, shave whenever. Mini portable travel shavers are the hallmark of yoose. Home, travel, office, or keep it in the car for emergencies. For easy carrying and storage, the electric shaver for men comes with a storage leather case. RECHARGEABLE LI-ION BATTERY - The USB-C rechargeable shaver is equipped with a fast-charging Li-ion battery. Integrated dual battery cells with power endurance algorithm optimization. No more power anxiety. 400 mAh battery capacity, 1-hour charge for 30 days shaving. *Use for one minute a day for 30 days. WATERPROOF AND WASHABLE - Tested and certified IPX7 waterproof, the entire unit is washable (IPX7 means the shaver can be submerged in fresh water up to one meter deep for up to 30 minutes). Easily clean your men's electric shaver by removing the shaver head and rinsing with water to remove beard debris. The shaver works in wet and dry conditions, allowing you to shower and still use it. SUPERIOR SHAVING SYSTEM - Double-ring curved mesh. 0.1-micron facial fit. SMOOTH silky responsive design. 100,000 shaves per minute. 8000 rpm motor. Travel lock feature. Every feature upgrade is designed to keep you satisfied with yoose electric razor. Get a clean shave in comfort.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Alloy Silver\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...\", \"asin\": \"B0DWXCS4YN\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...\", \"asin\": \"B0DNMVLQZR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...\", \"asin\": \"B0DWXB3T5Y\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco Shaver 3900 Series, Wet and Dry Electric Shaver, P-Cap, Travel Pouch, Charging Stand, Storm Blue, Model S3341/92\", \"asin\": \"B0CLX1573H\", \"price\": \"$63.96\", \"quantity\": \"\"},\n {\"title\": \"Detachable Head Shavers, SHPAVVER 5 in 1 Electric Razor IPX7 Waterproof for Bald Me...\", \"asin\": \"B0DW8HC69R\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Brightup Foil Shaver, Electric Razor & Shavers for Men with Trimmer, 150 Min Runtime, Waterproof Double Floating Blades for Close Shaving Face, Cordless USB C Rechargeable, Travel Lock/LED Display\", \"asin\": \"B0DYP4TJSH\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Head Shavers for Bald Men, Detachable Head Shaver, IPX7 Waterproof Wet Dry Bald Hea...\", \"asin\": \"B0DWX39Q7H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"MANSCAPED\\u00ae The Handyman\\u2122 Compact Face Shaver \\u2013 Portable Men\\u2019s Travel Facial Hair Groomer, USB-C Rechargeable Razor, Electric Foil Face Shaver, Waterproof, Cordless, Dual-Action SkinSafe\\u00ae Foil Blades\", \"asin\": \"B0C9LKH31T\", \"price\": \"$63.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...\", \"asin\": \"B0DNMVLQZR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...\", \"asin\": \"B0DWXCS4YN\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"MANSCAPED\\u00ae The Chairman\\u2122 PRO Men\\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck\", \"asin\": \"B0DDQV59B3\", \"price\": \"$119.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Razors for Men Foil Shavers Mini Travel Beard Trimmer for Men Sensitive Sk...\", \"asin\": \"B0DZ1XK6Z8\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...\", \"asin\": \"B0DWXB3T5Y\", \"price\": \"$37.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver\", \"asin\": \"B0CXHFTRM5\", \"price\": \"$59.99\"},\n {\"title\": \"Mini Portable Electric Shaver, MAXGROOM 8500RPM Compact Motor Electric Razor for Men (Mini)\", \"asin\": \"B0D25QQVP6\", \"price\": \"$29.99\"},\n {\"title\": \"Mini Electric Shaver,Kongeeker Portable Cordless Rechargeable Travel Shaverfor Men, Black\", \"asin\": \"B0D8F1XL49\", \"price\": \"$24.99\"},\n {\"title\": \"Mini Dual-Head Electric Shaver, Portable Electric Razor for Men, Pocket Size Washable Double Head, Rechargeable Waterproof Shaver for Home, Car, Travel\", \"asin\": \"B0DS8N2Q1K\", \"price\": \"$59.99\"},\n {\"title\": \"yoose Foil Shaver Set, Mini Portable Alloy Electric Razor for Men, 2 Speeds, Cordless, USB-C Rechargeable, IPX7 Waterproof, Dry Shave, Battery Indicator, Travel Lock, Travel Electric Shaver, Silver\", \"asin\": \"B0BTYTPMTC\", \"price\": \"$24.50\"},\n {\"title\": \"Mini Electric Shaver for Men, Upgrade Pocket Dual Head Shaver, Portable Razor for Men, Rechargeable Waterproof Compact Travel Electric Razor, USB Close Battery shavers (Blue)\", \"asin\": \"B0DXDQC2H4\", \"price\": \"$29.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-23T13:00:14.715Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:10.911Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:20.255Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:26.185Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP, B01FFOY006\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.40\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$13.65\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0CXHFTRM5\\\"\\n},\\n {\\n \\\"title\\\": \\\"yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver\\\"\\n},\\n {\\n \\\"price\\\": \\\"$59.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"ALLOY MINI SHAVER - yoose trendy portable alloy mini shaver 2.0 is here. Comprehensively upgraded to enhance your shaving experience. One-piece molded ALLOY body, 18 plating process to restore the mirror metal texture. Rounded shape for comfortable grip. TRAVEL SIZE, MINI PORTABLE - Shave on the go, shave whenever. Mini portable travel shavers are the hallmark of yoose. Home, travel, office, or keep it in the car for emergencies. For easy carrying and storage, the electric shaver for men comes with a storage leather case. RECHARGEABLE LI-ION BATTERY - The USB-C rechargeable shaver is equipped with a fast-charging Li-ion battery. Integrated dual battery cells with power endurance algorithm optimization. No more power anxiety. 400 mAh battery capacity, 1-hour charge for 30 days shaving. *Use for one minute a day for 30 days. WATERPROOF AND WASHABLE - Tested and certified IPX7 waterproof, the entire unit is washable (IPX7 means the shaver can be submerged in fresh water up to one meter deep for up to 30 minutes). Easily clean your men's electric shaver by removing the shaver head and rinsing with water to remove beard debris. The shaver works in wet and dry conditions, allowing you to shower and still use it. SUPERIOR SHAVING SYSTEM - Double-ring curved mesh. 0.1-micron facial fit. SMOOTH silky responsive design. 100,000 shaves per minute. 8000 rpm motor. Travel lock feature. Every feature upgrade is designed to keep you satisfied with yoose electric razor. Get a clean shave in comfort.\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Color\\\": \\\"Alloy Silver\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...\\\", \\\"asin\\\": \\\"B0DWXCS4YN\\\", \\\"price\\\": \\\"$38.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...\\\", \\\"asin\\\": \\\"B0DNMVLQZR\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...\\\", \\\"asin\\\": \\\"B0DWXB3T5Y\\\", \\\"price\\\": \\\"$37.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco Shaver 3900 Series, Wet and Dry Electric Shaver, P-Cap, Travel Pouch, Charging Stand, Storm Blue, Model S3341/92\\\", \\\"asin\\\": \\\"B0CLX1573H\\\", \\\"price\\\": \\\"$63.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Detachable Head Shavers, SHPAVVER 5 in 1 Electric Razor IPX7 Waterproof for Bald Me...\\\", \\\"asin\\\": \\\"B0DW8HC69R\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Brightup Foil Shaver, Electric Razor & Shavers for Men with Trimmer, 150 Min Runtime, Waterproof Double Floating Blades for Close Shaving Face, Cordless USB C Rechargeable, Travel Lock/LED Display\\\", \\\"asin\\\": \\\"B0DYP4TJSH\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Head Shavers for Bald Men, Detachable Head Shaver, IPX7 Waterproof Wet Dry Bald Hea...\\\", \\\"asin\\\": \\\"B0DWX39Q7H\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"MANSCAPED\\\\u00ae The Handyman\\\\u2122 Compact Face Shaver \\\\u2013 Portable Men\\\\u2019s Travel Facial Hair Groomer, USB-C Rechargeable Razor, Electric Foil Face Shaver, Waterproof, Cordless, Dual-Action SkinSafe\\\\u00ae Foil Blades\\\", \\\"asin\\\": \\\"B0C9LKH31T\\\", \\\"price\\\": \\\"$63.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...\\\", \\\"asin\\\": \\\"B0DNMVLQZR\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...\\\", \\\"asin\\\": \\\"B0DWXCS4YN\\\", \\\"price\\\": \\\"$38.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\\\", \\\"asin\\\": \\\"B0BZQTSBWZ\\\", \\\"price\\\": \\\"$37.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"MANSCAPED\\\\u00ae The Chairman\\\\u2122 PRO Men\\\\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\\\\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck\\\", \\\"asin\\\": \\\"B0DDQV59B3\\\", \\\"price\\\": \\\"$119.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Electric Razors for Men Foil Shavers Mini Travel Beard Trimmer for Men Sensitive Sk...\\\", \\\"asin\\\": \\\"B0DZ1XK6Z8\\\", \\\"price\\\": \\\"$38.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...\\\", \\\"asin\\\": \\\"B0DWXB3T5Y\\\", \\\"price\\\": \\\"$37.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver\\\", \\\"asin\\\": \\\"B0CXHFTRM5\\\", \\\"price\\\": \\\"$59.99\\\"},\\n {\\\"title\\\": \\\"Mini Portable Electric Shaver, MAXGROOM 8500RPM Compact Motor Electric Razor for Men (Mini)\\\", \\\"asin\\\": \\\"B0D25QQVP6\\\", \\\"price\\\": \\\"$29.99\\\"},\\n {\\\"title\\\": \\\"Mini Electric Shaver,Kongeeker Portable Cordless Rechargeable Travel Shaverfor Men, Black\\\", \\\"asin\\\": \\\"B0D8F1XL49\\\", \\\"price\\\": \\\"$24.99\\\"},\\n {\\\"title\\\": \\\"Mini Dual-Head Electric Shaver, Portable Electric Razor for Men, Pocket Size Washable Double Head, Rechargeable Waterproof Shaver for Home, Car, Travel\\\", \\\"asin\\\": \\\"B0DS8N2Q1K\\\", \\\"price\\\": \\\"$59.99\\\"},\\n {\\\"title\\\": \\\"yoose Foil Shaver Set, Mini Portable Alloy Electric Razor for Men, 2 Speeds, Cordless, USB-C Rechargeable, IPX7 Waterproof, Dry Shave, Battery Indicator, Travel Lock, Travel Electric Shaver, Silver\\\", \\\"asin\\\": \\\"B0BTYTPMTC\\\", \\\"price\\\": \\\"$24.50\\\"},\\n {\\\"title\\\": \\\"Mini Electric Shaver for Men, Upgrade Pocket Dual Head Shaver, Portable Razor for Men, Rechargeable Waterproof Compact Travel Electric Razor, USB Close Battery shavers (Blue)\\\", \\\"asin\\\": \\\"B0DXDQC2H4\\\", \\\"price\\\": \\\"$29.99\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-23T13:00:14.715Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-23T13:00:14.715Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"other"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-23T13:00:14.715Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":996,"string":"996"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-23T13:00:14.715Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"other"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.40\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CXHFTRM5\"\n},\n {\n \"title\": \"yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver\"\n},\n {\n \"price\": \"$59.99\"\n},\n {\n \"bullet_list\": \"ALLOY MINI SHAVER - yoose trendy portable alloy mini shaver 2.0 is here. Comprehensively upgraded to enhance your shaving experience. One-piece molded ALLOY body, 18 plating process to restore the mirror metal texture. Rounded shape for comfortable grip. TRAVEL SIZE, MINI PORTABLE - Shave on the go, shave whenever. Mini portable travel shavers are the hallmark of yoose. Home, travel, office, or keep it in the car for emergencies. For easy carrying and storage, the electric shaver for men comes with a storage leather case. RECHARGEABLE LI-ION BATTERY - The USB-C rechargeable shaver is equipped with a fast-charging Li-ion battery. Integrated dual battery cells with power endurance algorithm optimization. No more power anxiety. 400 mAh battery capacity, 1-hour charge for 30 days shaving. *Use for one minute a day for 30 days. WATERPROOF AND WASHABLE - Tested and certified IPX7 waterproof, the entire unit is washable (IPX7 means the shaver can be submerged in fresh water up to one meter deep for up to 30 minutes). Easily clean your men's electric shaver by removing the shaver head and rinsing with water to remove beard debris. The shaver works in wet and dry conditions, allowing you to shower and still use it. SUPERIOR SHAVING SYSTEM - Double-ring curved mesh. 0.1-micron facial fit. SMOOTH silky responsive design. 100,000 shaves per minute. 8000 rpm motor. Travel lock feature. Every feature upgrade is designed to keep you satisfied with yoose electric razor. Get a clean shave in comfort.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Alloy Silver\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...\", \"asin\": \"B0DWXCS4YN\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...\", \"asin\": \"B0DNMVLQZR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...\", \"asin\": \"B0DWXB3T5Y\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco Shaver 3900 Series, Wet and Dry Electric Shaver, P-Cap, Travel Pouch, Charging Stand, Storm Blue, Model S3341/92\", \"asin\": \"B0CLX1573H\", \"price\": \"$63.96\", \"quantity\": \"\"},\n {\"title\": \"Detachable Head Shavers, SHPAVVER 5 in 1 Electric Razor IPX7 Waterproof for Bald Me...\", \"asin\": \"B0DW8HC69R\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Brightup Foil Shaver, Electric Razor & Shavers for Men with Trimmer, 150 Min Runtime, Waterproof Double Floating Blades for Close Shaving Face, Cordless USB C Rechargeable, Travel Lock/LED Display\", \"asin\": \"B0DYP4TJSH\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Head Shavers for Bald Men, Detachable Head Shaver, IPX7 Waterproof Wet Dry Bald Hea...\", \"asin\": \"B0DWX39Q7H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"MANSCAPED\\u00ae The Handyman\\u2122 Compact Face Shaver \\u2013 Portable Men\\u2019s Travel Facial Hair Groomer, USB-C Rechargeable Razor, Electric Foil Face Shaver, Waterproof, Cordless, Dual-Action SkinSafe\\u00ae Foil Blades\", \"asin\": \"B0C9LKH31T\", \"price\": \"$63.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...\", \"asin\": \"B0DNMVLQZR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...\", \"asin\": \"B0DWXCS4YN\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"MANSCAPED\\u00ae The Chairman\\u2122 PRO Men\\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck\", \"asin\": \"B0DDQV59B3\", \"price\": \"$119.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Razors for Men Foil Shavers Mini Travel Beard Trimmer for Men Sensitive Sk...\", \"asin\": \"B0DZ1XK6Z8\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...\", \"asin\": \"B0DWXB3T5Y\", \"price\": \"$37.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver\", \"asin\": \"B0CXHFTRM5\", \"price\": \"$59.99\"},\n {\"title\": \"Mini Portable Electric Shaver, MAXGROOM 8500RPM Compact Motor Electric Razor for Men (Mini)\", \"asin\": \"B0D25QQVP6\", \"price\": \"$29.99\"},\n {\"title\": \"Mini Electric Shaver,Kongeeker Portable Cordless Rechargeable Travel Shaverfor Men, Black\", \"asin\": \"B0D8F1XL49\", \"price\": \"$24.99\"},\n {\"title\": \"Mini Dual-Head Electric Shaver, Portable Electric Razor for Men, Pocket Size Washable Double Head, Rechargeable Waterproof Shaver for Home, Car, Travel\", \"asin\": \"B0DS8N2Q1K\", \"price\": \"$59.99\"},\n {\"title\": \"yoose Foil Shaver Set, Mini Portable Alloy Electric Razor for Men, 2 Speeds, Cordless, USB-C Rechargeable, IPX7 Waterproof, Dry Shave, Battery Indicator, Travel Lock, Travel Electric Shaver, Silver\", \"asin\": \"B0BTYTPMTC\", \"price\": \"$24.50\"},\n {\"title\": \"Mini Electric Shaver for Men, Upgrade Pocket Dual Head Shaver, Portable Razor for Men, Rechargeable Waterproof Compact Travel Electric Razor, USB Close Battery shavers (Blue)\", \"asin\": \"B0DXDQC2H4\", \"price\": \"$29.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-23T13:00:14.715Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click other \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click other \",\n \"index\": 996,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:10.911Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:20.255Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:26.185Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP, B01FFOY006\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.40\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$13.65\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0CXHFTRM5\\\"\\n},\\n {\\n \\\"title\\\": \\\"yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver\\\"\\n},\\n {\\n \\\"price\\\": \\\"$59.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"ALLOY MINI SHAVER - yoose trendy portable alloy mini shaver 2.0 is here. Comprehensively upgraded to enhance your shaving experience. One-piece molded ALLOY body, 18 plating process to restore the mirror metal texture. Rounded shape for comfortable grip. TRAVEL SIZE, MINI PORTABLE - Shave on the go, shave whenever. Mini portable travel shavers are the hallmark of yoose. Home, travel, office, or keep it in the car for emergencies. For easy carrying and storage, the electric shaver for men comes with a storage leather case. RECHARGEABLE LI-ION BATTERY - The USB-C rechargeable shaver is equipped with a fast-charging Li-ion battery. Integrated dual battery cells with power endurance algorithm optimization. No more power anxiety. 400 mAh battery capacity, 1-hour charge for 30 days shaving. *Use for one minute a day for 30 days. WATERPROOF AND WASHABLE - Tested and certified IPX7 waterproof, the entire unit is washable (IPX7 means the shaver can be submerged in fresh water up to one meter deep for up to 30 minutes). Easily clean your men's electric shaver by removing the shaver head and rinsing with water to remove beard debris. The shaver works in wet and dry conditions, allowing you to shower and still use it. SUPERIOR SHAVING SYSTEM - Double-ring curved mesh. 0.1-micron facial fit. SMOOTH silky responsive design. 100,000 shaves per minute. 8000 rpm motor. Travel lock feature. Every feature upgrade is designed to keep you satisfied with yoose electric razor. Get a clean shave in comfort.\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Color\\\": \\\"Alloy Silver\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...\\\", \\\"asin\\\": \\\"B0DWXCS4YN\\\", \\\"price\\\": \\\"$38.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...\\\", \\\"asin\\\": \\\"B0DNMVLQZR\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...\\\", \\\"asin\\\": \\\"B0DWXB3T5Y\\\", \\\"price\\\": \\\"$37.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco Shaver 3900 Series, Wet and Dry Electric Shaver, P-Cap, Travel Pouch, Charging Stand, Storm Blue, Model S3341/92\\\", \\\"asin\\\": \\\"B0CLX1573H\\\", \\\"price\\\": \\\"$63.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Detachable Head Shavers, SHPAVVER 5 in 1 Electric Razor IPX7 Waterproof for Bald Me...\\\", \\\"asin\\\": \\\"B0DW8HC69R\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Brightup Foil Shaver, Electric Razor & Shavers for Men with Trimmer, 150 Min Runtime, Waterproof Double Floating Blades for Close Shaving Face, Cordless USB C Rechargeable, Travel Lock/LED Display\\\", \\\"asin\\\": \\\"B0DYP4TJSH\\\", \\\"price\\\": \\\"$32.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Head Shavers for Bald Men, Detachable Head Shaver, IPX7 Waterproof Wet Dry Bald Hea...\\\", \\\"asin\\\": \\\"B0DWX39Q7H\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"MANSCAPED\\\\u00ae The Handyman\\\\u2122 Compact Face Shaver \\\\u2013 Portable Men\\\\u2019s Travel Facial Hair Groomer, USB-C Rechargeable Razor, Electric Foil Face Shaver, Waterproof, Cordless, Dual-Action SkinSafe\\\\u00ae Foil Blades\\\", \\\"asin\\\": \\\"B0C9LKH31T\\\", \\\"price\\\": \\\"$63.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...\\\", \\\"asin\\\": \\\"B0DNMVLQZR\\\", \\\"price\\\": \\\"$39.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...\\\", \\\"asin\\\": \\\"B0DWXCS4YN\\\", \\\"price\\\": \\\"$38.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\\\", \\\"asin\\\": \\\"B0BZQTSBWZ\\\", \\\"price\\\": \\\"$37.96\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"MANSCAPED\\\\u00ae The Chairman\\\\u2122 PRO Men\\\\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\\\\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck\\\", \\\"asin\\\": \\\"B0DDQV59B3\\\", \\\"price\\\": \\\"$119.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Electric Razors for Men Foil Shavers Mini Travel Beard Trimmer for Men Sensitive Sk...\\\", \\\"asin\\\": \\\"B0DZ1XK6Z8\\\", \\\"price\\\": \\\"$38.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...\\\", \\\"asin\\\": \\\"B0DWXB3T5Y\\\", \\\"price\\\": \\\"$37.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver\\\", \\\"asin\\\": \\\"B0CXHFTRM5\\\", \\\"price\\\": \\\"$59.99\\\"},\\n {\\\"title\\\": \\\"Mini Portable Electric Shaver, MAXGROOM 8500RPM Compact Motor Electric Razor for Men (Mini)\\\", \\\"asin\\\": \\\"B0D25QQVP6\\\", \\\"price\\\": \\\"$29.99\\\"},\\n {\\\"title\\\": \\\"Mini Electric Shaver,Kongeeker Portable Cordless Rechargeable Travel Shaverfor Men, Black\\\", \\\"asin\\\": \\\"B0D8F1XL49\\\", \\\"price\\\": \\\"$24.99\\\"},\\n {\\\"title\\\": \\\"Mini Dual-Head Electric Shaver, Portable Electric Razor for Men, Pocket Size Washable Double Head, Rechargeable Waterproof Shaver for Home, Car, Travel\\\", \\\"asin\\\": \\\"B0DS8N2Q1K\\\", \\\"price\\\": \\\"$59.99\\\"},\\n {\\\"title\\\": \\\"yoose Foil Shaver Set, Mini Portable Alloy Electric Razor for Men, 2 Speeds, Cordless, USB-C Rechargeable, IPX7 Waterproof, Dry Shave, Battery Indicator, Travel Lock, Travel Electric Shaver, Silver\\\", \\\"asin\\\": \\\"B0BTYTPMTC\\\", \\\"price\\\": \\\"$24.50\\\"},\\n {\\\"title\\\": \\\"Mini Electric Shaver for Men, Upgrade Pocket Dual Head Shaver, Portable Razor for Men, Rechargeable Waterproof Compact Travel Electric Razor, USB Close Battery shavers (Blue)\\\", \\\"asin\\\": \\\"B0DXDQC2H4\\\", \\\"price\\\": \\\"$29.99\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-23T13:00:14.715Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":997,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"table\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.40\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}\n ],\n \"promotion_items\": [\n {\"title\": \"SHW Mission 40-Inch Home Office Computer Desk, Black \", \"asin\": \"B08YWYVTS4\", \"price\": \"$65.87\", \"quantity\": \"\"},\n {\"title\": \"SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table \", \"asin\": \"B0CYZVFK28\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding \", \"asin\": \"B0D8K66FZJ\", \"price\": \"$57.50\", \"quantity\": \"\"},\n {\"title\": \"Outdoor Metal Frame Rectangle Patio Dining Table with Slat Top and Umbrella Hole 63\\\"x38\\\" for 6 Person - Black \", \"asin\": \"B0CST6Z2BS\", \"price\": \"$174.99\", \"quantity\": \"\"},\n {\"title\": \"EMMA + OLIVER 5-Foot Height Adjustable Bi-Fold Granite White Plastic Folding Table with Handle \", \"asin\": \"B07MWHP4YN\", \"price\": \"$79.79\", \"quantity\": \"\"},\n {\"title\": \"End Table with Shelves 16 Inch Square 2-Tier Coffee Tea Wooden Beside Nightstand for Sofa Couch Bed Industrial Style for Living Room Bedroom Rustic Brown 1PC \", \"asin\": \"B0DNH2Z3CK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"Sophia & William Black Expandable Patio Dining Tables Metal Outdoor Table for 6-8 Person Lawn Garden Bistro Rectangular Table \", \"asin\": \"B08L76SZD1\", \"price\": \"$451.99\", \"quantity\": \"\"},\n {\"title\": \"MFSTUDIO Outdoor Patio Dining Table for 6, Rectangle Metal Patio Table 64\\\"x38\\\" Wood-Like Tabletop with Adjustable Umbrella Hole for Deck,Backyard,Lawn,Garden \", \"asin\": \"B0BVRGBBPH\", \"price\": \"$276.99\", \"quantity\": \"\"},\n {\"title\": \"63\\u201d Glass Dining Table Set for 6,Modern Dining Room Table Set for 6,Kitchen Table and PU Leather Chairs for 6, Dinner Table with Rectangle Tempered Glass Top and Chrome Silver Base \", \"asin\": \"B0CSYC6BN5\", \"price\": \"$836.99\", \"quantity\": \"\"},\n {\"title\": \"Dining Table Set for 6, Kitchen Table Chairs Set of 6, Modern Dining Room Set with 63'' Marble Dinner Table PU Leather Upholstered Chairs for Kitchen (White-C, White Table with 6 Chairs) \", \"asin\": \"B0CTHH86XL\", \"price\": \"$699.98\", \"quantity\": \"\"},\n {\"title\": \"Skull Shaver Carver PRO 3 Head Replacement Blade | Electric Shaver Replacement Heads\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Pitbull Gold PRO Electric Head and Face Shaver\", \"asin\": \"B08GQFV54Z\", \"price\": \"$109.97\", \"quantity\": \"\"},\n {\"title\": \"MANSCAPED\\u00ae The Chairman\\u2122 PRO Men\\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck\", \"asin\": \"B0DDQV59B3\", \"price\": \"$119.99\", \"quantity\": \"\"},\n {\"title\": \"Skull Shaver Pitbull Platinum Pro:Head Shaver for Men - Bald Head Shavers with Wet/Dry Technology, Ergonomic Design, Travel Lock, and Accessories. Perfect Grooming Kit and Prime Gift for Men\", \"asin\": \"B081B874K5\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"SH30 Replacement Heads for Philips Norelco Shaver Series 3000, 2000, 1000 and S1560, SH30 Blades for Philips Norelco 3900, 3600, 2400, 6 Pieces of Pack\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"SURKER Electric Shaver Razor Cordless Beard Trimmer for Men Nose Hair Trimmer 3 in 1 Trimmer Grooming Kit Plus 1 Facial Cleansing Brush Waterproof USB Rechargeable Dry Wet\", \"asin\": \"B07W8TQ2QL\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"SH98 Replacement Heads for Philips Norelco Shavers Series 9000,Wet/Dry Use, Dual Stainless Steel Blades, for men.\", \"asin\": \"B0F2DFCDR7\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011-2025 Ford F-150, 2015-2025 Expedition, 2015-2025 Lincoln Navigator, 2011-2016 Ford F-250 Super Duty, 2010-2016 F-350 Super Duty\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n {\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n {\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"SHW Mission Home Office 48-Inch Computer Desk, Black.\\\" Limited time Deal. Price was $109.99. Current price is $73.03 after 34% off. Eligible for Prime.\",\n \"asin\": \"B07Q33BDKC\"\n},\n {\n \"title\": \"Go to detail page for \\\"SHW Mission 40-Inch Home Office Computer Desk, Black.\\\" sbx-creatives-price. Eligible for Prime.\",\n \"asin\": \"B08YWYVTS4\"\n},\n {\n \"title\": \"Go to detail page for \\\"SHW 55-Inch Commercial-Grade Office Computer Desk, Espresso.\\\" sbx-creatives-price. Eligible for Prime.\",\n \"asin\": \"B07D5NWDB7\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Cubiker Standing Desk, Stand up Height Adjustable Home Office Electric Desk, 40 x 24 Inch Sit Stand Desk with Splice Board, White Desktop\", \"asin\": \"B0DP2QXSB2\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 \"},\n {\"title\": \"SHW Mission 40-Inch Home Office Computer Desk, Black\", \"asin\": \"B08YWYVTS4\", \"price\": \"$65.87\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25 \"},\n {\"title\": \"FEZIBO Electric Standing Desk Adjustable Height, 48 x 24 Inch Sit and Stand Desk, Home Office Desk, Ergonomic Workstation Computer Desk, Rustic Brown\", \"asin\": \"B0DR25DH7V\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n {\"title\": \"SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table\", \"asin\": \"B0CYZVFK28\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 28 - 29 \"},\n {\"title\": \"FLEXISPOT EN1 Whole-Piece Standing Desk 48 x 24 Inches Electric Height Adjustable Desk Sit Stand Desk Home Office Desks (Black Frame + Black Table Top)\", \"asin\": \"B08BHPMYGK\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n {\"title\": \"SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black\", \"asin\": \"B0BDFRN629\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"PayLessHere Folding Tables Plastic 6ft Half Portable Foldable Table for for Parties Wedding BBQ Camping, White 6 FT\", \"asin\": \"B0CW1QNTB7\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Apr 29 - May 1\"},\n {\"title\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)\", \"asin\": \"B0CLRLGY4N\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 29 - May 1\"},\n {\"title\": \"ODK 48 Inches Computer Desk for Home Office, Office Table for Small Spaces, Writing Desk with Headphone Hooks, Black\", \"asin\": \"B0DXTG47TB\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n {\"title\": \"Furinno Just 3-Tier Turn-N-Tube End Table / Side Table / Night Stand / Bedside Table with Plastic Poles, 1-Pack, Columbia Walnut/Black\", \"asin\": \"B07FKX3H1H\", \"price\": \"$25.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"40 * 24 Electric Standing Desk, Adjustable Height Sit Stand Up Desk, Motorized Home Office Computer Gaming Workstation Desk\", \"asin\": \"B0DDWRHG4V\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Thu, May 1 Only 4 left in stock - order soon.\"},\n {\"title\": \"Veken 47.2 Inch Electric Standing Desk, Height Adjustable Sit Stand Up, Wood Desktop, Work Home Office Computer PC Desks, Gaming Writing Study Bedroom Rising Table, Tall Standup Workstation, White\", \"asin\": \"B0CYT8W348\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24 \"},\n {\"title\": \"SANODESK Standing Desk Height Adjustable Electric 40x24 Inches Sit Stand Desk for Home Office with Splice Board, White Frame/Maple Top\", \"asin\": \"B0D83717P5\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n {\"title\": \"Kingant Standing Desk Height Adjustable Small Electric Stand Up Desks [35 x 20 Inch] - Ergonomic Sit Stand Desk Rising Desks for Home Office Computer Desk Stand Desk Workstation\", \"asin\": \"B0DK6P975J\", \"price\": \"$124.99\", \"delivery\": \"FREE delivery Tue, Apr 29 Or fastest delivery Mon, Apr 28 \"},\n {\"title\": \"6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding\", \"asin\": \"B0D8K66FZJ\", \"price\": \"$57.50\", \"delivery\": \"FREE delivery Apr 28 - 29 \"},\n {\"title\": \"Sweetcrispy Computer Desk - 32 Inch Small Office Writing Work Study Kids Student Teacher Home Bedroom Table Storage Bag Headphone Hooks & no Wheels - White\", \"asin\": \"B0CGZVJVSN\", \"price\": \"$26.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon\"},\n {\"title\": \"Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space\", \"asin\": \"B0B93L5WPW\", \"price\": \"$53.99\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n {\"title\": \"Kitstorack TV Tray Table, Adjustable Height & 90\\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces\", \"asin\": \"B0DGPJZNQ3\", \"price\": \"$34.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"VASAGLE Side Table, Small End Table, Tall Nightstand for Living Room, Bedroom, Office, Bathroom, Rustic Brown and Classic Black ULET273B01\", \"asin\": \"B08JV2MTWZ\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO Narrow Console Table, 29.5\\\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01\", \"asin\": \"B09NL1RH4D\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HUANUO 48\\\" x 24\\\" Electric Standing Desk Adjustable Height, 4 Memory Height Settings, Headphone Hook, Cable Manager, Sit Stand Up Desk for Home Office & Computer Workstation, Black\", \"asin\": \"B0CFXM4TGG\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery May 1 - 2 \"},\n {\"title\": \"ErGear Whole Piece Standing Desk, Adjustable Stand Up Desk with Cable Management Tray, Electric Computer Workstation for Home Office, 48x24 inch, Black, EGESD64B\", \"asin\": \"B0CSMX88CY\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, Apr 28 \"},\n {\"title\": \"Electric Adjustable Height Standing Desk - 40 x 24 inch Sit to Stand Up Desk with Splice Board, Rising Home Office Computer Table with 2 Hook and Wire Hole for Work\", \"asin\": \"B0DKM34HNW\", \"price\": \"$80.99\", \"delivery\": \"FREE delivery May 5 - 8 Or fastest delivery May 1 - 5 \"},\n {\"title\": \"HUANUO Electric Standing Desk, 71 x 35 inch Large Height Adjustable Table, Powerful Brushless Motor, 4 Memory Preset, Sit Stand Up Desk, Home Office Computer Table with Thick T-Shaped Frame\", \"asin\": \"B0D5L8Z5LG\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Mon, Apr 28 \"},\n {\"title\": \"FLEXISPOT Mobile Standing Desk with Wheels Pneumatic Laptop Desk Rolling Computer Cart Movable Height Adjustable Small Sit Stand Desk Computer Workstations Home Use\\uff0827.6\\\" W x 15.7\\\" D,White\", \"asin\": \"B0DCZHJ4FH\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n {\"title\": \"Lifetime Fold-in-Half Adjustable Folding Table, 4 Foot\", \"asin\": \"B003YJPC2A\", \"price\": \"$44.98\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"HOOBRO End Table, 3-Tier Narrow Side Table, Nightstand with 2 Flat or Slant Adjustable Shelves for Small Spaces, Hallway, Living Room, Bedroom, Sturdy, Easy Assembly, Rustic Brown and Black BF23BZ01G1\", \"asin\": \"B086KWJXLC\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"DUMOS 32 Inch Office Small Computer Desk Modern Simple Style Writing Study Work Table for Home Bedroom - Wood Brown\", \"asin\": \"B0DQKT5826\", \"price\": \"$26.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"HOOBRO End Table with Charging Station and USB Ports, Small Side Table for Small Space, 3-Tier Nightstand with Adjustable Shelf, for Living Room, Bedroom and Balcony, Rustic Brown BF112BZ01\", \"asin\": \"B09X395CNV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"COSCO Fold-in-Half Banquet Table w/Handle, 6ft, White\", \"asin\": \"B001D25TJQ\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery May 12 - 27 Or fastest delivery May 12 - 26 Only 1 left in stock - order soon.\"},\n {\"title\": \"Gaming Home Office Computer Desk with Monitor Stand, Writing Desk for 2 Monitors, Adjustable Storage Space (Vintage, 47)\", \"asin\": \"B0DZHK4QFR\", \"price\": \"$53.99\", \"delivery\": \"FREE delivery Thu, May 1 \"},\n {\"title\": \"Best Choice Products 4ft Plastic Folding Table, Indoor Outdoor Heavy Duty Portable w/Handle, Lock for Picnic, Party, Camping - Black\", \"asin\": \"B0CJL65PLM\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n {\"title\": \"Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown\", \"asin\": \"B0CQC7LCMW\", \"price\": \"$56.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White\", \"asin\": \"B0BPH7DLNZ\", \"price\": \"$60.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment,Tray Table for Hospital or Home Use, Bedside Rolling Overbed Table, Silver Vein\", \"asin\": \"B002VWJZ8S\", \"price\": \"$49.00\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown\", \"asin\": \"B0CHDKQFJ8\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch\", \"asin\": \"B0CK8H31Y1\", \"price\": \"$77.96\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01\", \"asin\": \"B0C1NWN2JS\", \"price\": \"$39.55\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)\", \"asin\": \"B07DRGZMHQ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black\", \"asin\": \"B0CBNHYKF7\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Lifetime 28241 Adjustable Folding Laptop Table TV Tray, 30 Inch, White Granite\", \"asin\": \"B0006D50RO\", \"price\": \"$37.90\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"Amazon Basics Heavy Duty Portable Folding Table 6 ft with Carrying Handle, Indoor & Outdoor, Black\", \"asin\": \"B0D1CB1R2S\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"FURINNO Simplistic Study Table, Espresso\", \"asin\": \"B00NIYX9LC\", \"price\": \"$15.44\", \"delivery\": \"FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon\"},\n {\"title\": \"Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\\\"L x 19\\\"W x 26\\\"H\", \"asin\": \"B07MDJM5QD\", \"price\": \"$78.39\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Sofa Armrest Tray Table for Couch - 360\\u00b0 Swivel Height Adjustable End for Small Spaces, Snack Side Table for Bed or Chair with Phone & Tablet Slot (Rustic,Standard)\", \"asin\": \"B0CSFJ16ZV\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Furinno Simplistic Set of 2 End Table, Dark Walnut\", \"asin\": \"B075PYBGKK\", \"price\": \"$40.87\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 2-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF71XG01\", \"asin\": \"B0CK195P4V\", \"price\": \"$39.59\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame\", \"asin\": \"B00OYJCM0O\"},\n {\"title\": \"VASAGLE C-Shaped End Table, Small Side Table for Couch, Sofa Table with Metal Frame for Living Room, Bedroom, Bedside, Rustic Brown and Black\", \"asin\": \"B08VDQN8H5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 3-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF72XG01\", \"asin\": \"B0C1P1XWCT\", \"price\": \"$45.04\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Furologee Entryway Table, 38'' Console Sofa Table with 3 Fabric Drawers for Entry Way, Industrial Storage Shelves, Display Shelf for Living Room, Hallway, Entrance, Foyer, Rustic Brown\", \"asin\": \"B0CGLKGYQ7\", \"price\": \"$56.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table, Small Entryway Table with Shelf, 2 Tier Thin Sofa Table, Side Table, for Hallway, Living Room, Bedroom, Rustic Brown and Black BF74XG01\", \"asin\": \"B0BFGXC4ZK\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black\", \"asin\": \"B0CNVVYTX2\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Folding Camping Table with Storage Net, 3ft Camping Table Aluminum Folding Table with 3 Adjustable Height Max 27.1 Inch Picnic Table Portable Table for Outdoor Backyard BBQ, Pure Black\", \"asin\": \"B0CMCZWM5G\", \"price\": \"$57.89\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01\", \"asin\": \"B09MTGKK9R\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"Furologee End Table with Charging Station, Nightstand with Fabric Drawers, Side Tables with USB Ports & Outlets, Night Stand with Storage Shelf & Hooks, for Living Room/Bedroom, White\", \"asin\": \"B0CB31VBK8\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Huuger Nightstand with Charging Station, Side Table with Fabric Drawers, End Table with Open Shelf, Bedside Table with USB Ports and Outlets, Night Stand for Bedroom, Rustic Brown and Black\", \"asin\": \"B0C1Y5VL8D\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"FURINNO Simplistic Study Table, Pink, 15.5 in x 31.5 in x 29.75 in (D x W x H)\", \"asin\": \"B07HGCMZYM\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Cosco Folding Serving Table, 20\\\" x 48\\\", Antique Linen\", \"asin\": \"B00SOWJS22\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Small Side Table for Small Space, 3-Tier Narrow End Table with Magazine Holder,Slim Nightstand, Skinny Snack Couch Table in Living Room, Bedroom Study and Balcony (Rustic Brown) Patent Pending\", \"asin\": \"B0CGLYSTNC\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table\", \"asin\": \"B0C4H1VSMX\", \"price\": \"$29.95\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"QEEIG Narrow C Shaped Side Table Set of 2 Living Room Sets Slim Couch Tray Tables Skinny Thin Small Farmhouse 7 inch Width, Rustic Brown (017-18BN)\", \"asin\": \"B0BV6KN8Q8\", \"price\": \"$39.82\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO Small Narrow Side Table with Charging Station, Skinny End Table for Small Spaces, Slim Nightstand with USB Ports Outlet, Sofa Beside Table with Storage Shelf, Rustic Brown and Black BF102UBZ01\", \"asin\": \"B0C6M33CB7\", \"price\": \"$28.79\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Innova Inversion Table with Adjustable Headrest, Reversible Ankle Holders, and 300 lb Weight Capacity\", \"asin\": \"B003QCI4GG\", \"price\": \"$124.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-23T13:57:59.984Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": 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29 \\\"},\\n {\\\"title\\\": \\\"Sweetcrispy Computer Desk - 32 Inch Small Office Writing Work Study Kids Student Teacher Home Bedroom Table Storage Bag Headphone Hooks & no Wheels - White\\\", \\\"asin\\\": \\\"B0CGZVJVSN\\\", \\\"price\\\": \\\"$26.88\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon\\\"},\\n {\\\"title\\\": \\\"Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space\\\", \\\"asin\\\": \\\"B0B93L5WPW\\\", \\\"price\\\": \\\"$53.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28\\\"},\\n {\\\"title\\\": \\\"Kitstorack TV Tray Table, Adjustable Height & 90\\\\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces\\\", \\\"asin\\\": \\\"B0DGPJZNQ3\\\", \\\"price\\\": \\\"$34.19\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"VASAGLE Side Table, Small End Table, Tall Nightstand for Living Room, Bedroom, Office, Bathroom, Rustic Brown and Classic Black ULET273B01\\\", \\\"asin\\\": \\\"B08JV2MTWZ\\\", \\\"price\\\": \\\"$26.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"HOOBRO Narrow Console Table, 29.5\\\\\\\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01\\\", \\\"asin\\\": \\\"B09NL1RH4D\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"HUANUO 48\\\\\\\" x 24\\\\\\\" Electric Standing Desk Adjustable Height, 4 Memory Height Settings, Headphone Hook, Cable Manager, Sit Stand Up Desk for Home Office & Computer Workstation, Black\\\", \\\"asin\\\": \\\"B0CFXM4TGG\\\", \\\"price\\\": \\\"$119.99\\\", \\\"delivery\\\": \\\"FREE delivery May 1 - 2 \\\"},\\n {\\\"title\\\": \\\"ErGear Whole Piece Standing Desk, Adjustable Stand Up Desk with Cable Management Tray, Electric Computer Workstation for Home Office, 48x24 inch, Black, EGESD64B\\\", \\\"asin\\\": \\\"B0CSMX88CY\\\", \\\"price\\\": \\\"$99.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 \\\"},\\n {\\\"title\\\": \\\"Electric Adjustable Height Standing Desk - 40 x 24 inch Sit to Stand Up Desk with Splice Board, Rising Home Office Computer Table with 2 Hook and Wire Hole for Work\\\", \\\"asin\\\": \\\"B0DKM34HNW\\\", \\\"price\\\": \\\"$80.99\\\", \\\"delivery\\\": \\\"FREE delivery May 5 - 8 Or fastest delivery May 1 - 5 \\\"},\\n {\\\"title\\\": \\\"HUANUO Electric Standing Desk, 71 x 35 inch Large Height Adjustable Table, Powerful Brushless Motor, 4 Memory Preset, Sit Stand Up Desk, Home Office Computer Table with Thick T-Shaped Frame\\\", \\\"asin\\\": \\\"B0D5L8Z5LG\\\", \\\"price\\\": \\\"$319.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 \\\"},\\n {\\\"title\\\": \\\"FLEXISPOT Mobile Standing Desk with Wheels Pneumatic Laptop Desk Rolling Computer Cart Movable Height Adjustable Small Sit Stand Desk Computer Workstations Home Use\\\\uff0827.6\\\\\\\" W x 15.7\\\\\\\" D,White\\\", \\\"asin\\\": \\\"B0DCZHJ4FH\\\", \\\"price\\\": \\\"$99.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 28 - 30 \\\"},\\n {\\\"title\\\": \\\"Lifetime Fold-in-Half Adjustable Folding Table, 4 Foot\\\", \\\"asin\\\": \\\"B003YJPC2A\\\", \\\"price\\\": \\\"$44.98\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\\\"},\\n {\\\"title\\\": \\\"HOOBRO End Table, 3-Tier Narrow Side Table, Nightstand with 2 Flat or Slant Adjustable Shelves for Small Spaces, Hallway, Living Room, Bedroom, Sturdy, Easy Assembly, Rustic Brown and Black BF23BZ01G1\\\", \\\"asin\\\": \\\"B086KWJXLC\\\", \\\"price\\\": \\\"$39.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"DUMOS 32 Inch Office Small Computer Desk Modern Simple Style Writing Study Work Table for Home Bedroom - Wood Brown\\\", \\\"asin\\\": \\\"B0DQKT5826\\\", \\\"price\\\": \\\"$26.91\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\\\"},\\n {\\\"title\\\": \\\"HOOBRO End Table with Charging Station and USB Ports, Small Side Table for Small Space, 3-Tier Nightstand with Adjustable Shelf, for Living Room, Bedroom and Balcony, Rustic Brown BF112BZ01\\\", \\\"asin\\\": \\\"B09X395CNV\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"COSCO Fold-in-Half Banquet Table w/Handle, 6ft, White\\\", \\\"asin\\\": \\\"B001D25TJQ\\\", \\\"price\\\": \\\"$69.99\\\", \\\"delivery\\\": \\\"FREE delivery May 12 - 27 Or fastest delivery May 12 - 26 Only 1 left in stock - order soon.\\\"},\\n {\\\"title\\\": \\\"Gaming Home Office Computer Desk with Monitor Stand, Writing Desk for 2 Monitors, Adjustable Storage Space (Vintage, 47)\\\", \\\"asin\\\": \\\"B0DZHK4QFR\\\", \\\"price\\\": \\\"$53.99\\\", \\\"delivery\\\": \\\"FREE delivery Thu, May 1 \\\"},\\n {\\\"title\\\": \\\"Best Choice Products 4ft Plastic Folding Table, Indoor Outdoor Heavy Duty Portable w/Handle, Lock for Picnic, Party, Camping - Black\\\", \\\"asin\\\": \\\"B0CJL65PLM\\\", \\\"price\\\": \\\"$64.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 25 - 29\\\"},\\n {\\\"title\\\": \\\"Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown\\\", \\\"asin\\\": \\\"B0CQC7LCMW\\\", \\\"price\\\": \\\"$56.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White\\\", \\\"asin\\\": \\\"B0BPH7DLNZ\\\", \\\"price\\\": \\\"$60.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment,Tray Table for Hospital or Home Use, Bedside Rolling Overbed Table, Silver Vein\\\", \\\"asin\\\": \\\"B002VWJZ8S\\\", \\\"price\\\": \\\"$49.00\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown\\\", \\\"asin\\\": \\\"B0CHDKQFJ8\\\", \\\"price\\\": \\\"$59.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch\\\", \\\"asin\\\": \\\"B0CK8H31Y1\\\", \\\"price\\\": \\\"$77.96\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28\\\"},\\n {\\\"title\\\": \\\"HOOBRO 29.5\\\\\\\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01\\\", \\\"asin\\\": \\\"B0C1NWN2JS\\\", \\\"price\\\": \\\"$39.55\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)\\\", \\\"asin\\\": \\\"B07DRGZMHQ\\\", \\\"price\\\": \\\"$39.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black\\\", \\\"asin\\\": \\\"B0CBNHYKF7\\\", \\\"price\\\": \\\"$24.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Lifetime 28241 Adjustable Folding Laptop Table TV Tray, 30 Inch, White Granite\\\", \\\"asin\\\": \\\"B0006D50RO\\\", \\\"price\\\": \\\"$37.90\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Heavy Duty Portable Folding Table 6 ft with Carrying Handle, Indoor & Outdoor, Black\\\", \\\"asin\\\": \\\"B0D1CB1R2S\\\", \\\"price\\\": \\\"$59.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\\\"},\\n {\\\"title\\\": \\\"FURINNO Simplistic Study Table, Espresso\\\", \\\"asin\\\": \\\"B00NIYX9LC\\\", \\\"price\\\": \\\"$15.44\\\", \\\"delivery\\\": \\\"FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\\\\\\\"L x 19\\\\\\\"W x 26\\\\\\\"H\\\", \\\"asin\\\": \\\"B07MDJM5QD\\\", \\\"price\\\": \\\"$78.39\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Sofa Armrest Tray Table for Couch - 360\\\\u00b0 Swivel Height Adjustable End for Small Spaces, Snack Side Table for Bed or Chair with Phone & Tablet Slot (Rustic,Standard)\\\", \\\"asin\\\": \\\"B0CSFJ16ZV\\\", \\\"price\\\": \\\"$33.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"Furinno Simplistic Set of 2 End Table, Dark Walnut\\\", \\\"asin\\\": \\\"B075PYBGKK\\\", \\\"price\\\": \\\"$40.87\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"HOOBRO 29.5\\\\\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 2-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF71XG01\\\", \\\"asin\\\": \\\"B0CK195P4V\\\", \\\"price\\\": \\\"$39.59\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame\\\", \\\"asin\\\": \\\"B00OYJCM0O\\\"},\\n {\\\"title\\\": \\\"VASAGLE C-Shaped End Table, Small Side Table for Couch, Sofa Table with Metal Frame for Living Room, Bedroom, Bedside, Rustic Brown and Black\\\", \\\"asin\\\": \\\"B08VDQN8H5\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"HOOBRO 29.5\\\\\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 3-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF72XG01\\\", \\\"asin\\\": \\\"B0C1P1XWCT\\\", \\\"price\\\": \\\"$45.04\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Furologee Entryway Table, 38'' Console Sofa Table with 3 Fabric Drawers for Entry Way, Industrial Storage Shelves, Display Shelf for Living Room, Hallway, Entrance, Foyer, Rustic Brown\\\", \\\"asin\\\": \\\"B0CGLKGYQ7\\\", \\\"price\\\": \\\"$56.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"HOOBRO 29.5\\\\\\\" Narrow Console Table, Small Entryway Table with Shelf, 2 Tier Thin Sofa Table, Side Table, for Hallway, Living Room, Bedroom, Rustic Brown and Black BF74XG01\\\", \\\"asin\\\": \\\"B0BFGXC4ZK\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black\\\", \\\"asin\\\": \\\"B0CNVVYTX2\\\", \\\"price\\\": \\\"$37.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Folding Camping Table with Storage Net, 3ft Camping Table Aluminum Folding Table with 3 Adjustable Height Max 27.1 Inch Picnic Table Portable Table for Outdoor Backyard BBQ, Pure Black\\\", \\\"asin\\\": \\\"B0CMCZWM5G\\\", \\\"price\\\": \\\"$57.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01\\\", \\\"asin\\\": \\\"B09MTGKK9R\\\", \\\"price\\\": \\\"$22.99\\\", \\\"delivery\\\": \\\"FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\\\"},\\n {\\\"title\\\": \\\"Furologee End Table with Charging Station, Nightstand with Fabric Drawers, Side Tables with USB Ports & Outlets, Night Stand with Storage Shelf & Hooks, for Living Room/Bedroom, White\\\", \\\"asin\\\": \\\"B0CB31VBK8\\\", \\\"price\\\": \\\"$37.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"Huuger Nightstand with Charging Station, Side Table with Fabric Drawers, End Table with Open Shelf, Bedside Table with USB Ports and Outlets, Night Stand for Bedroom, Rustic Brown and Black\\\", \\\"asin\\\": \\\"B0C1Y5VL8D\\\", \\\"price\\\": \\\"$37.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"FURINNO Simplistic Study Table, Pink, 15.5 in x 31.5 in x 29.75 in (D x W x H)\\\", \\\"asin\\\": \\\"B07HGCMZYM\\\", \\\"price\\\": \\\"$49.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Cosco Folding Serving Table, 20\\\\\\\" x 48\\\\\\\", Antique Linen\\\", \\\"asin\\\": \\\"B00SOWJS22\\\", \\\"price\\\": \\\"$44.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Small Side Table for Small Space, 3-Tier Narrow End Table with Magazine Holder,Slim Nightstand, Skinny Snack Couch Table in Living Room, Bedroom Study and Balcony (Rustic Brown) Patent Pending\\\", \\\"asin\\\": \\\"B0CGLYSTNC\\\", \\\"price\\\": \\\"$23.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table\\\", \\\"asin\\\": \\\"B0C4H1VSMX\\\", \\\"price\\\": \\\"$29.95\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\\\"},\\n {\\\"title\\\": \\\"QEEIG Narrow C Shaped Side Table Set of 2 Living Room Sets Slim Couch Tray Tables Skinny Thin Small Farmhouse 7 inch Width, Rustic Brown (017-18BN)\\\", \\\"asin\\\": \\\"B0BV6KN8Q8\\\", \\\"price\\\": \\\"$39.82\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"HOOBRO Small Narrow Side Table with Charging Station, Skinny End Table for Small Spaces, Slim Nightstand with USB Ports Outlet, Sofa Beside Table with Storage Shelf, Rustic Brown and Black BF102UBZ01\\\", \\\"asin\\\": \\\"B0C6M33CB7\\\", \\\"price\\\": \\\"$28.79\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"Innova Inversion Table with Adjustable Headrest, Reversible Ankle Holders, and 300 lb Weight Capacity\\\", \\\"asin\\\": \\\"B003QCI4GG\\\", \\\"price\\\": \\\"$124.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-23T13:57:59.984Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-04-23T13:57:59.984Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click_product"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"B0CW1QNTB7"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-04-23T13:57:59.984Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":997,"string":"997"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-04-23T13:57:59.984Z"},"extra_info.answer.action":{"kind":"string","value":"click_product"},"extra_info.answer.action_argument":{"kind":"string","value":"B0CW1QNTB7"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": 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Black\", \"asin\": \"B0CJL65PLM\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n {\"title\": \"Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown\", \"asin\": \"B0CQC7LCMW\", \"price\": \"$56.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White\", \"asin\": \"B0BPH7DLNZ\", \"price\": \"$60.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment,Tray Table for Hospital or Home Use, Bedside Rolling Overbed Table, Silver Vein\", \"asin\": \"B002VWJZ8S\", \"price\": \"$49.00\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown\", \"asin\": \"B0CHDKQFJ8\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch\", \"asin\": \"B0CK8H31Y1\", \"price\": \"$77.96\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01\", \"asin\": \"B0C1NWN2JS\", \"price\": \"$39.55\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)\", \"asin\": \"B07DRGZMHQ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black\", \"asin\": \"B0CBNHYKF7\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Lifetime 28241 Adjustable Folding Laptop Table TV Tray, 30 Inch, White Granite\", \"asin\": \"B0006D50RO\", \"price\": \"$37.90\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"Amazon Basics Heavy Duty Portable Folding Table 6 ft with Carrying Handle, Indoor & Outdoor, Black\", \"asin\": \"B0D1CB1R2S\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"FURINNO Simplistic Study Table, Espresso\", \"asin\": \"B00NIYX9LC\", \"price\": \"$15.44\", \"delivery\": \"FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon\"},\n {\"title\": \"Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\\\"L x 19\\\"W x 26\\\"H\", \"asin\": \"B07MDJM5QD\", \"price\": \"$78.39\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Sofa Armrest Tray Table for Couch - 360\\u00b0 Swivel Height Adjustable End for Small Spaces, Snack Side Table for Bed or Chair with Phone & Tablet Slot (Rustic,Standard)\", \"asin\": \"B0CSFJ16ZV\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Furinno Simplistic Set of 2 End Table, Dark Walnut\", \"asin\": \"B075PYBGKK\", \"price\": \"$40.87\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 2-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF71XG01\", \"asin\": \"B0CK195P4V\", \"price\": \"$39.59\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame\", \"asin\": \"B00OYJCM0O\"},\n {\"title\": \"VASAGLE C-Shaped End Table, Small Side Table for Couch, Sofa Table with Metal Frame for Living Room, Bedroom, Bedside, Rustic Brown and Black\", \"asin\": \"B08VDQN8H5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 3-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF72XG01\", \"asin\": \"B0C1P1XWCT\", \"price\": \"$45.04\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Furologee Entryway Table, 38'' Console Sofa Table with 3 Fabric Drawers for Entry Way, Industrial Storage Shelves, Display Shelf for Living Room, Hallway, Entrance, Foyer, Rustic Brown\", \"asin\": \"B0CGLKGYQ7\", \"price\": \"$56.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table, Small Entryway Table with Shelf, 2 Tier Thin Sofa Table, Side Table, for Hallway, Living Room, Bedroom, Rustic Brown and Black BF74XG01\", \"asin\": \"B0BFGXC4ZK\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black\", \"asin\": \"B0CNVVYTX2\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Folding Camping Table with Storage Net, 3ft Camping Table Aluminum Folding Table with 3 Adjustable Height Max 27.1 Inch Picnic Table Portable Table for Outdoor Backyard BBQ, Pure Black\", \"asin\": \"B0CMCZWM5G\", \"price\": \"$57.89\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01\", \"asin\": \"B09MTGKK9R\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"Furologee End Table with Charging Station, Nightstand with Fabric Drawers, Side Tables with USB Ports & Outlets, Night Stand with Storage Shelf & Hooks, for Living Room/Bedroom, White\", \"asin\": \"B0CB31VBK8\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Huuger Nightstand with Charging Station, Side Table with Fabric Drawers, End Table with Open Shelf, Bedside Table with USB Ports and Outlets, Night Stand for Bedroom, Rustic Brown and Black\", \"asin\": \"B0C1Y5VL8D\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"FURINNO Simplistic Study Table, Pink, 15.5 in x 31.5 in x 29.75 in (D x W x H)\", \"asin\": \"B07HGCMZYM\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Cosco Folding Serving Table, 20\\\" x 48\\\", Antique Linen\", \"asin\": \"B00SOWJS22\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Small Side Table for Small Space, 3-Tier Narrow End Table with Magazine Holder,Slim Nightstand, Skinny Snack Couch Table in Living Room, Bedroom Study and Balcony (Rustic Brown) Patent Pending\", \"asin\": \"B0CGLYSTNC\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table\", \"asin\": \"B0C4H1VSMX\", \"price\": \"$29.95\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"QEEIG Narrow C Shaped Side Table Set of 2 Living Room Sets Slim Couch Tray Tables Skinny Thin Small Farmhouse 7 inch Width, Rustic Brown (017-18BN)\", \"asin\": \"B0BV6KN8Q8\", \"price\": \"$39.82\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO Small Narrow Side Table with Charging Station, Skinny End Table for Small Spaces, Slim Nightstand with USB Ports Outlet, Sofa Beside Table with Storage Shelf, Rustic Brown and Black BF102UBZ01\", \"asin\": \"B0C6M33CB7\", \"price\": \"$28.79\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Innova Inversion Table with Adjustable Headrest, Reversible Ankle Holders, and 300 lb Weight Capacity\", \"asin\": \"B003QCI4GG\", \"price\": \"$124.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-04-23T13:57:59.984Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click_product B0CW1QNTB7 \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click_product B0CW1QNTB7 \",\n \"index\": 997,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:10.911Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:20.255Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:26.185Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP, B01FFOY006\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-04-23T13:00:14.715Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"table\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$25.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$14.40\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$13.65\\\"}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"SHW Mission 40-Inch Home Office Computer Desk, Black \\\", \\\"asin\\\": \\\"B08YWYVTS4\\\", \\\"price\\\": \\\"$65.87\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"SIAGO Electric Standing Desk Adjustable - 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Eligible for Prime.\\\",\\n \\\"asin\\\": \\\"B07D5NWDB7\\\"\\n}\\n ],\\n \\\"search_results\\\": [\\n {\\\"title\\\": \\\"Cubiker Standing Desk, Stand up Height Adjustable Home Office Electric Desk, 40 x 24 Inch Sit Stand Desk with Splice Board, White Desktop\\\", \\\"asin\\\": \\\"B0DP2QXSB2\\\", \\\"price\\\": \\\"$79.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 29 - May 1 \\\"},\\n {\\\"title\\\": \\\"SHW Mission 40-Inch Home Office Computer Desk, Black\\\", \\\"asin\\\": \\\"B08YWYVTS4\\\", \\\"price\\\": \\\"$65.87\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25 \\\"},\\n {\\\"title\\\": \\\"FEZIBO Electric Standing Desk Adjustable Height, 48 x 24 Inch Sit and Stand Desk, Home Office Desk, Ergonomic Workstation Computer Desk, Rustic Brown\\\", \\\"asin\\\": \\\"B0DR25DH7V\\\", \\\"price\\\": \\\"$89.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 28 - 30 \\\"},\\n {\\\"title\\\": \\\"SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 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10 PM\\\"},\\n {\\\"title\\\": \\\"HOOBRO Narrow Console Table, 29.5\\\\\\\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01\\\", \\\"asin\\\": \\\"B09NL1RH4D\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"HUANUO 48\\\\\\\" x 24\\\\\\\" Electric Standing Desk Adjustable Height, 4 Memory Height Settings, Headphone Hook, Cable Manager, Sit Stand Up Desk for Home Office & Computer Workstation, Black\\\", \\\"asin\\\": \\\"B0CFXM4TGG\\\", \\\"price\\\": \\\"$119.99\\\", \\\"delivery\\\": \\\"FREE delivery May 1 - 2 \\\"},\\n {\\\"title\\\": \\\"ErGear Whole Piece Standing Desk, Adjustable Stand Up Desk with Cable Management Tray, Electric Computer Workstation for Home Office, 48x24 inch, Black, EGESD64B\\\", \\\"asin\\\": \\\"B0CSMX88CY\\\", \\\"price\\\": \\\"$99.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 \\\"},\\n {\\\"title\\\": \\\"Electric Adjustable Height Standing Desk - 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Black\\\", \\\"asin\\\": \\\"B0CJL65PLM\\\", \\\"price\\\": \\\"$64.99\\\", \\\"delivery\\\": \\\"FREE delivery Apr 25 - 29\\\"},\\n {\\\"title\\\": \\\"Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown\\\", \\\"asin\\\": \\\"B0CQC7LCMW\\\", \\\"price\\\": \\\"$56.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White\\\", \\\"asin\\\": \\\"B0BPH7DLNZ\\\", \\\"price\\\": \\\"$60.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment,Tray Table for Hospital or Home Use, Bedside Rolling Overbed Table, Silver Vein\\\", \\\"asin\\\": \\\"B002VWJZ8S\\\", \\\"price\\\": \\\"$49.00\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown\\\", \\\"asin\\\": \\\"B0CHDKQFJ8\\\", \\\"price\\\": \\\"$59.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch\\\", \\\"asin\\\": \\\"B0CK8H31Y1\\\", \\\"price\\\": \\\"$77.96\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28\\\"},\\n {\\\"title\\\": \\\"HOOBRO 29.5\\\\\\\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01\\\", \\\"asin\\\": \\\"B0C1NWN2JS\\\", \\\"price\\\": \\\"$39.55\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)\\\", \\\"asin\\\": \\\"B07DRGZMHQ\\\", \\\"price\\\": \\\"$39.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black\\\", \\\"asin\\\": \\\"B0CBNHYKF7\\\", \\\"price\\\": \\\"$24.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Lifetime 28241 Adjustable Folding Laptop Table TV Tray, 30 Inch, White Granite\\\", \\\"asin\\\": \\\"B0006D50RO\\\", \\\"price\\\": \\\"$37.90\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Heavy Duty Portable Folding Table 6 ft with Carrying Handle, Indoor & Outdoor, Black\\\", \\\"asin\\\": \\\"B0D1CB1R2S\\\", \\\"price\\\": \\\"$59.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\\\"},\\n {\\\"title\\\": \\\"FURINNO Simplistic Study Table, Espresso\\\", \\\"asin\\\": \\\"B00NIYX9LC\\\", \\\"price\\\": \\\"$15.44\\\", \\\"delivery\\\": \\\"FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\\\\\\\"L x 19\\\\\\\"W x 26\\\\\\\"H\\\", \\\"asin\\\": \\\"B07MDJM5QD\\\", \\\"price\\\": \\\"$78.39\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Sofa Armrest Tray Table for Couch - 360\\\\u00b0 Swivel Height Adjustable End for Small Spaces, Snack Side Table for Bed or Chair with Phone & Tablet Slot (Rustic,Standard)\\\", \\\"asin\\\": \\\"B0CSFJ16ZV\\\", \\\"price\\\": \\\"$33.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"Furinno Simplistic Set of 2 End Table, Dark Walnut\\\", \\\"asin\\\": \\\"B075PYBGKK\\\", \\\"price\\\": \\\"$40.87\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"HOOBRO 29.5\\\\\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 2-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF71XG01\\\", \\\"asin\\\": \\\"B0CK195P4V\\\", \\\"price\\\": \\\"$39.59\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame\\\", \\\"asin\\\": \\\"B00OYJCM0O\\\"},\\n {\\\"title\\\": \\\"VASAGLE C-Shaped End Table, Small Side Table for Couch, Sofa Table with Metal Frame for Living Room, Bedroom, Bedside, Rustic Brown and Black\\\", \\\"asin\\\": \\\"B08VDQN8H5\\\", \\\"price\\\": \\\"$29.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"HOOBRO 29.5\\\\\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 3-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF72XG01\\\", \\\"asin\\\": \\\"B0C1P1XWCT\\\", \\\"price\\\": \\\"$45.04\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Furologee Entryway Table, 38'' Console Sofa Table with 3 Fabric Drawers for Entry Way, Industrial Storage Shelves, Display Shelf for Living Room, Hallway, Entrance, Foyer, Rustic Brown\\\", \\\"asin\\\": \\\"B0CGLKGYQ7\\\", \\\"price\\\": \\\"$56.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"HOOBRO 29.5\\\\\\\" Narrow Console Table, Small Entryway Table with Shelf, 2 Tier Thin Sofa Table, Side Table, for Hallway, Living Room, Bedroom, Rustic Brown and Black BF74XG01\\\", \\\"asin\\\": \\\"B0BFGXC4ZK\\\", \\\"price\\\": \\\"$35.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black\\\", \\\"asin\\\": \\\"B0CNVVYTX2\\\", \\\"price\\\": \\\"$37.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Folding Camping Table with Storage Net, 3ft Camping Table Aluminum Folding Table with 3 Adjustable Height Max 27.1 Inch Picnic Table Portable Table for Outdoor Backyard BBQ, Pure Black\\\", \\\"asin\\\": \\\"B0CMCZWM5G\\\", \\\"price\\\": \\\"$57.89\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01\\\", \\\"asin\\\": \\\"B09MTGKK9R\\\", \\\"price\\\": \\\"$22.99\\\", \\\"delivery\\\": \\\"FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\\\"},\\n {\\\"title\\\": \\\"Furologee End Table with Charging Station, Nightstand with Fabric Drawers, Side Tables with USB Ports & Outlets, Night Stand with Storage Shelf & Hooks, for Living Room/Bedroom, White\\\", \\\"asin\\\": \\\"B0CB31VBK8\\\", \\\"price\\\": \\\"$37.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"Huuger Nightstand with Charging Station, Side Table with Fabric Drawers, End Table with Open Shelf, Bedside Table with USB Ports and Outlets, Night Stand for Bedroom, Rustic Brown and Black\\\", \\\"asin\\\": \\\"B0C1Y5VL8D\\\", \\\"price\\\": \\\"$37.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"FURINNO Simplistic Study Table, Pink, 15.5 in x 31.5 in x 29.75 in (D x W x H)\\\", \\\"asin\\\": \\\"B07HGCMZYM\\\", \\\"price\\\": \\\"$49.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Cosco Folding Serving Table, 20\\\\\\\" x 48\\\\\\\", Antique Linen\\\", \\\"asin\\\": \\\"B00SOWJS22\\\", \\\"price\\\": \\\"$44.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"},\\n {\\\"title\\\": \\\"Small Side Table for Small Space, 3-Tier Narrow End Table with Magazine Holder,Slim Nightstand, Skinny Snack Couch Table in Living Room, Bedroom Study and Balcony (Rustic Brown) Patent Pending\\\", \\\"asin\\\": \\\"B0CGLYSTNC\\\", \\\"price\\\": \\\"$23.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table\\\", \\\"asin\\\": \\\"B0C4H1VSMX\\\", \\\"price\\\": \\\"$29.95\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\\\"},\\n {\\\"title\\\": \\\"QEEIG Narrow C Shaped Side Table Set of 2 Living Room Sets Slim Couch Tray Tables Skinny Thin Small Farmhouse 7 inch Width, Rustic Brown (017-18BN)\\\", \\\"asin\\\": \\\"B0BV6KN8Q8\\\", \\\"price\\\": \\\"$39.82\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"HOOBRO Small Narrow Side Table with Charging Station, Skinny End Table for Small Spaces, Slim Nightstand with USB Ports Outlet, Sofa Beside Table with Storage Shelf, Rustic Brown and Black BF102UBZ01\\\", \\\"asin\\\": \\\"B0C6M33CB7\\\", \\\"price\\\": \\\"$28.79\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\\\"},\\n {\\\"title\\\": \\\"Innova Inversion Table with Adjustable Headrest, Reversible Ankle Holders, and 300 lb Weight Capacity\\\", \\\"asin\\\": \\\"B003QCI4GG\\\", \\\"price\\\": \\\"$124.99\\\", \\\"delivery\\\": \\\"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-04-23T13:57:59.984Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":998,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$15.23\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$9.06\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0813NBR5N\"\n},\n {\n \"title\": \"BIIB Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools\"\n},\n {\n \"price\": \"$12.99\"\n},\n {\n \"bullet_list\": \"Great Mens Gifts: BIIB multi-tool pen with personalized gifts box are unique gifts for dad, men, husbands, and grandpas on Birthday, Fathers Day, Thanksgiving Day, Anniversary and more. Anyone who receives a BIIB multifunctional pen as a gift will love it Gifts for Men Who Want Nothing: The packaging of this 9-in-1 multitool pen is exquisite, and comes with three extra replacement refills and three replacement batteries, very suitable as a gift for your loved one on Birthday, Fathers Day and daily life 9-in-1 Multitool Pen Set: The multifunction tool pen comes with 9 very handy functions: twist ballpoint pen/ ruler/ screwdriver (Flat & Phillips)/ bottle opener (can act as phone holder)/ stylus/ level/ LED flashlight Fathers Day Gifts: The 9-in-1 tool pen is made of super-strong aluminum material to be used for a long time, due to its small size and unique design. It is not only a tool in daily use, but also a cool Fathers Day gift for men, easy to use and carry Great Service and How To Use: If you have any questions, please contact us, and we'll serve you the best. Regarding how to take out the stylus pen and screwdriver. ROTATE the front end of the pen to get the tools for use\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Silver\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"18 in 1 Snowflake Multi Tool for Man,Stainless Steel Snowflake Multitool Stocking Stuffers for Father,Husband,Boyfriend,Snowflake Wrench/Bottle Opener/Screwdriver Kit for Christmas Gifts (Black)\", \"asin\": \"B0DZHBLH3R\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"QWQJ Gifts for Men Him, Eight in 1 Multi Tool Pen Gadgets for Birthday Gifts for Men, Multifunctional Tool Pen Gifts for Dad\", \"asin\": \"B0DZWRD59Y\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"NAYSAYE Dad Gifts, Gifts for men, Snowflake Multitool 18-in-1 Pocket Gadget, Perfect for Camping, Hiking, and Everyday Use, Unique Birthday Gifts for Him, Made of Durable Rust-Free Steel (Silver)\", \"asin\": \"B0DSPVHRKL\", \"price\": \"$9.90\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Men Him Dad, Survival Kit and Equipment 24 Pcs, Valentines Gifts for him, Christmas Stocking Stuffers,Camping Essentials, Survival Gear, Cool Gadgets for Men \\ufeff\", \"asin\": \"B0DWMPCS67\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Multi Tool Pens, 30 Pcs 6-in-1Multitool Pen with 30 Pcs Refills, Screwdriver, Ruler, Level Gauge, Ballpoint, Stylus, Unique Gifts for Men, Funny Gift for Father's Day Valentines or Birthdays Gifts\", \"asin\": \"B0DSJ88BKL\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Personalized Toiletry Bag for Men, Engraved Name & Text, Father's Day Gifts for Men, Dad, Leather Men's Toiletry Bag for Traveling, Customized Birthday Gift for Husband, Grandpa, Lover\", \"asin\": \"/promo/A1GAGK2VY01NI8\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"RAK Multitool Pen 2-Pack - Multi-Tool Pens with LED Light, Flathead & Phillips Screwdrivers, Level, Ruler, Bottle Opener, and Stylus. Gift-Ready Box with Ink Refills & Batteries. Great for EDC.\", \"asin\": \"B081M8F7N7\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Telescoping Magnetic Pickup Tools Set 2PCS, Birthday Gift for Men Dad Husband Boyfriend, 360\\u00b0 Flexible Extendable Magnet Pickup Tool, Useful Cool Gadget for Men\", \"asin\": \"B0D17TPX9Z\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Men Him Dad, Pocket Multitool Knife, Christmas Stocking Stuffers for Men, Anniversary Birthday Gifts for Husband, Boyfriend, Guy, Groomsmen, Fathers Day, Gadget for Hiking, Camping, Outdoor\", \"asin\": \"B08QVQG819\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"MOSSY OAK Multitool, 21-in-1 Stainless Steel Pocket Knife with Screwdriver Sleeve, Self-locking Pliers with Sheath-Perfect for Outdoor, Survival, Camping, Hiking, Simple Repair\", \"asin\": \"B084VJFX9M\", \"price\": \"$23.79\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Men Him Dad Boyfriend,Multitool Pocket Knife for Men,Anniversary Christmas Gifts for Birthday,Hiking Camping Knife with Screwdrivers Pliers Bottle Opener\", \"asin\": \"B0C1936XL3\", \"price\": \"$14.44\", \"quantity\": \"\"},\n {\"title\": \"Sharp Pebble Premium Whetstone Knife Sharpening Stone 2 Side Grit 1000/6000 Waterstone- Whetstone Knife Sharpener- NonSlip Bamboo Base & Angle Guide\", \"asin\": \"B01FZZUL30\", \"price\": \"$33.97\", \"quantity\": \"\"},\n {\"title\": \"EDC Pocket Knife - 7CR13Mov Steel Tanto Blade, Slim Survival Knife with Clip and Li...\", \"asin\": \"B0B824PKTF\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"VIBELITE Extendable Magnetic Flashlight with Telescoping Magnet Pickup Tool-Cool Gadget Gifts for Him, Husband, Men, Dad, Father, Mechanic,Tech, Handyman, Boyfriend, Women, Silve\", \"asin\": \"B07CZ95C79\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Large Power Tool Organizer Wall Mount, Garage Storage Cordless Tool Organizer with ...\", \"asin\": \"B0DT688QSB\", \"price\": \"$47.49\", \"quantity\": \"\"},\n {\"title\": \"RUSH DEER 16-in-1 Multitool, Gifts for Dad, Hammer Multi tool, Utility Knife Multitools for Men, Survival Gear and Supplies, Christmas Gift for Boy Husbands\", \"asin\": \"B08ZD14JHV\", \"price\": \"$28.49\", \"quantity\": \"\"},\n {\"title\": \"CCCEI Modular Power Tool Organizer Wall Mount with Charging Station. Garage 4 Drill Storage Shelf with Hooks, Screwdriver, Drill Bit Heavy Duty Rack, Tool Battery Holder Built in 8 Outlet Power Strip.\", \"asin\": \"B0BMFW2WG5\", \"price\": \"$52.48\", \"quantity\": \"\"},\n {\"title\": \"Father\\u2019s Day Gifts for Dad \\u2013 9-in-1 Multi-Tool Pen with Engraved Keychain, Unique D...\", \"asin\": \"B0DZ2HWTK4\", \"price\": \"$3.99\", \"quantity\": \"\"},\n {\"title\": \"EDC Pry Bar Multitool with Bi-Directional Ratchet Screwdriver & Everlasting Pen, Wrenches, Crowbar, Bottle and Box Openers - Your Versatile Companion for Everyday Carry and Camping Accessories\", \"asin\": \"B0CKLPKJ92\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Fathers Day Dad Gifts from Daughter & Son - Multitool Trowel Mens Gift Idea Lightwe...\", \"asin\": \"B0D9J4GQ4Z\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"BIIB\\u00a0Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools\", \"asin\": \"B0813NBR5N\", \"price\": \"$12.99\"},\n {\"title\": \"BIIB\\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Mens Gifts for Dad Him Husband, Anniversary Father's Day Gifts for dad who wants nothing, Birthday Graduation Gifts for Men, Tools Cool Gadgets\", \"asin\": \"B0813NDWSD\", \"price\": \"$12.99\"},\n {\"title\": \"KEZKALS\\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Fathers Day Mens Gifts from Daughter Wife Son, Birthday Gifts for Men Him Grandpa, Father's Day Gifts for Dad Who Have Everything, Cool Gadgets\", \"asin\": \"B09QM6GZ4R\", \"price\": \"$12.99\"},\n {\"title\": \"Trealop\\u00a0Gifts for Him Fathers Day Men, 12 in 1 Multitool Pen, Stocking Stuffers Unique Mens Gifts for Dad, Husband, Grandpa, Dad Gifts from Daughter Son, Cool Birthday Gifts Ideas for Men Have Everything\", \"asin\": \"B0D4K8GX1K\", \"price\": \"$5.99\"},\n {\"title\": \"WEARXI\\u00a0Gifts for Men, 9 in 1 Multitool Pen Fathers Day Gift from Daughter Son, Mens Gifts for Dad/Him/Husband, Birthday Gift for Men/Boyfriend, Cool Gadgets, Camping Accessories\", \"asin\": \"B0B5QH517S\", \"price\": \"$13.99\"},\n {\"title\": \"PPRAFDD\\u00a09 in 1 Multitool Pen Set, Gifts for Men, Multi Tool Pen Set, Mens Gifts for Fathers Day Dad Gifts, Birthday Gifts for Him, Valentines Day Gifts for Him, Stocking Stuffers for Adults Men\", \"asin\": \"B0DFPQN22J\", \"price\": \"$9.89\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-05-01T17:16:49.734Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:10.911Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:20.255Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:26.185Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-23T13:00:14.715Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-23T13:57:59.984Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CW1QNTB7\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$15.23\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$9.06\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0813NBR5N\\\"\\n},\\n {\\n \\\"title\\\": \\\"BIIB Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools\\\"\\n},\\n {\\n \\\"price\\\": \\\"$12.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Great Mens Gifts: BIIB multi-tool pen with personalized gifts box are unique gifts for dad, men, husbands, and grandpas on Birthday, Fathers Day, Thanksgiving Day, Anniversary and more. Anyone who receives a BIIB multifunctional pen as a gift will love it Gifts for Men Who Want Nothing: The packaging of this 9-in-1 multitool pen is exquisite, and comes with three extra replacement refills and three replacement batteries, very suitable as a gift for your loved one on Birthday, Fathers Day and daily life 9-in-1 Multitool Pen Set: The multifunction tool pen comes with 9 very handy functions: twist ballpoint pen/ ruler/ screwdriver (Flat & Phillips)/ bottle opener (can act as phone holder)/ stylus/ level/ LED flashlight Fathers Day Gifts: The 9-in-1 tool pen is made of super-strong aluminum material to be used for a long time, due to its small size and unique design. It is not only a tool in daily use, but also a cool Fathers Day gift for men, easy to use and carry Great Service and How To Use: If you have any questions, please contact us, and we'll serve you the best. Regarding how to take out the stylus pen and screwdriver. ROTATE the front end of the pen to get the tools for use\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Color\\\": \\\"Silver\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"18 in 1 Snowflake Multi Tool for Man,Stainless Steel Snowflake Multitool Stocking Stuffers for Father,Husband,Boyfriend,Snowflake Wrench/Bottle Opener/Screwdriver Kit for Christmas Gifts (Black)\\\", \\\"asin\\\": \\\"B0DZHBLH3R\\\", \\\"price\\\": \\\"$6.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"QWQJ Gifts for Men Him, Eight in 1 Multi Tool Pen Gadgets for Birthday Gifts for Men, Multifunctional Tool Pen Gifts for Dad\\\", \\\"asin\\\": \\\"B0DZWRD59Y\\\", \\\"price\\\": \\\"$7.49\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"NAYSAYE Dad Gifts, Gifts for men, Snowflake Multitool 18-in-1 Pocket Gadget, Perfect for Camping, Hiking, and Everyday Use, Unique Birthday Gifts for Him, Made of Durable Rust-Free Steel (Silver)\\\", \\\"asin\\\": \\\"B0DSPVHRKL\\\", \\\"price\\\": \\\"$9.90\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Gifts for Men Him Dad, Survival Kit and Equipment 24 Pcs, Valentines Gifts for him, Christmas Stocking Stuffers,Camping Essentials, Survival Gear, Cool Gadgets for Men \\\\ufeff\\\", \\\"asin\\\": \\\"B0DWMPCS67\\\", \\\"price\\\": \\\"$16.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Multi Tool Pens, 30 Pcs 6-in-1Multitool Pen with 30 Pcs Refills, Screwdriver, Ruler, Level Gauge, Ballpoint, Stylus, Unique Gifts for Men, Funny Gift for Father's Day Valentines or Birthdays Gifts\\\", \\\"asin\\\": \\\"B0DSJ88BKL\\\", \\\"price\\\": \\\"$21.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Personalized Toiletry Bag for Men, Engraved Name & Text, Father's Day Gifts for Men, Dad, Leather Men's Toiletry Bag for Traveling, Customized Birthday Gift for Husband, Grandpa, Lover\\\", \\\"asin\\\": \\\"/promo/A1GAGK2VY01NI8\\\", \\\"price\\\": \\\"$16.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"RAK Multitool Pen 2-Pack - Multi-Tool Pens with LED Light, Flathead & Phillips Screwdrivers, Level, Ruler, Bottle Opener, and Stylus. Gift-Ready Box with Ink Refills & Batteries. Great for EDC.\\\", \\\"asin\\\": \\\"B081M8F7N7\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Telescoping Magnetic Pickup Tools Set 2PCS, Birthday Gift for Men Dad Husband Boyfriend, 360\\\\u00b0 Flexible Extendable Magnet Pickup Tool, Useful Cool Gadget for Men\\\", \\\"asin\\\": \\\"B0D17TPX9Z\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Gifts for Men Him Dad, Pocket Multitool Knife, Christmas Stocking Stuffers for Men, Anniversary Birthday Gifts for Husband, Boyfriend, Guy, Groomsmen, Fathers Day, Gadget for Hiking, Camping, Outdoor\\\", \\\"asin\\\": \\\"B08QVQG819\\\", \\\"price\\\": \\\"$10.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"MOSSY OAK Multitool, 21-in-1 Stainless Steel Pocket Knife with Screwdriver Sleeve, Self-locking Pliers with Sheath-Perfect for Outdoor, Survival, Camping, Hiking, Simple Repair\\\", \\\"asin\\\": \\\"B084VJFX9M\\\", \\\"price\\\": \\\"$23.79\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Gifts for Men Him Dad Boyfriend,Multitool Pocket Knife for Men,Anniversary Christmas Gifts for Birthday,Hiking Camping Knife with Screwdrivers Pliers Bottle Opener\\\", \\\"asin\\\": \\\"B0C1936XL3\\\", \\\"price\\\": \\\"$14.44\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Sharp Pebble Premium Whetstone Knife Sharpening Stone 2 Side Grit 1000/6000 Waterstone- Whetstone Knife Sharpener- NonSlip Bamboo Base & Angle Guide\\\", \\\"asin\\\": \\\"B01FZZUL30\\\", \\\"price\\\": \\\"$33.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EDC Pocket Knife - 7CR13Mov Steel Tanto Blade, Slim Survival Knife with Clip and Li...\\\", \\\"asin\\\": \\\"B0B824PKTF\\\", \\\"price\\\": \\\"$7.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"VIBELITE Extendable Magnetic Flashlight with Telescoping Magnet Pickup Tool-Cool Gadget Gifts for Him, Husband, Men, Dad, Father, Mechanic,Tech, Handyman, Boyfriend, Women, Silve\\\", \\\"asin\\\": \\\"B07CZ95C79\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Large Power Tool Organizer Wall Mount, Garage Storage Cordless Tool Organizer with ...\\\", \\\"asin\\\": \\\"B0DT688QSB\\\", \\\"price\\\": \\\"$47.49\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"RUSH DEER 16-in-1 Multitool, Gifts for Dad, Hammer Multi tool, Utility Knife Multitools for Men, Survival Gear and Supplies, Christmas Gift for Boy Husbands\\\", \\\"asin\\\": \\\"B08ZD14JHV\\\", \\\"price\\\": \\\"$28.49\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CCCEI Modular Power Tool Organizer Wall Mount with Charging Station. Garage 4 Drill Storage Shelf with Hooks, Screwdriver, Drill Bit Heavy Duty Rack, Tool Battery Holder Built in 8 Outlet Power Strip.\\\", \\\"asin\\\": \\\"B0BMFW2WG5\\\", \\\"price\\\": \\\"$52.48\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Father\\\\u2019s Day Gifts for Dad \\\\u2013 9-in-1 Multi-Tool Pen with Engraved Keychain, Unique D...\\\", \\\"asin\\\": \\\"B0DZ2HWTK4\\\", \\\"price\\\": \\\"$3.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EDC Pry Bar Multitool with Bi-Directional Ratchet Screwdriver & Everlasting Pen, Wrenches, Crowbar, Bottle and Box Openers - Your Versatile Companion for Everyday Carry and Camping Accessories\\\", \\\"asin\\\": \\\"B0CKLPKJ92\\\", \\\"price\\\": \\\"$36.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Fathers Day Dad Gifts from Daughter & Son - Multitool Trowel Mens Gift Idea Lightwe...\\\", \\\"asin\\\": \\\"B0D9J4GQ4Z\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"BIIB\\\\u00a0Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools\\\", \\\"asin\\\": \\\"B0813NBR5N\\\", \\\"price\\\": \\\"$12.99\\\"},\\n {\\\"title\\\": \\\"BIIB\\\\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Mens Gifts for Dad Him Husband, Anniversary Father's Day Gifts for dad who wants nothing, Birthday Graduation Gifts for Men, Tools Cool Gadgets\\\", \\\"asin\\\": \\\"B0813NDWSD\\\", \\\"price\\\": \\\"$12.99\\\"},\\n {\\\"title\\\": \\\"KEZKALS\\\\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Fathers Day Mens Gifts from Daughter Wife Son, Birthday Gifts for Men Him Grandpa, Father's Day Gifts for Dad Who Have Everything, Cool Gadgets\\\", \\\"asin\\\": \\\"B09QM6GZ4R\\\", \\\"price\\\": \\\"$12.99\\\"},\\n {\\\"title\\\": \\\"Trealop\\\\u00a0Gifts for Him Fathers Day Men, 12 in 1 Multitool Pen, Stocking Stuffers Unique Mens Gifts for Dad, Husband, Grandpa, Dad Gifts from Daughter Son, Cool Birthday Gifts Ideas for Men Have Everything\\\", \\\"asin\\\": \\\"B0D4K8GX1K\\\", \\\"price\\\": \\\"$5.99\\\"},\\n {\\\"title\\\": \\\"WEARXI\\\\u00a0Gifts for Men, 9 in 1 Multitool Pen Fathers Day Gift from Daughter Son, Mens Gifts for Dad/Him/Husband, Birthday Gift for Men/Boyfriend, Cool Gadgets, Camping Accessories\\\", \\\"asin\\\": \\\"B0B5QH517S\\\", \\\"price\\\": \\\"$13.99\\\"},\\n {\\\"title\\\": \\\"PPRAFDD\\\\u00a09 in 1 Multitool Pen Set, Gifts for Men, Multi Tool Pen Set, Mens Gifts for Fathers Day Dad Gifts, Birthday Gifts for Him, Valentines Day Gifts for Him, Stocking Stuffers for Adults Men\\\", \\\"asin\\\": \\\"B0DFPQN22J\\\", \\\"price\\\": \\\"$9.89\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-05-01T17:16:49.734Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-05-01T17:16:49.734Z"},"reward_model.ground_truth.action":{"kind":"string","value":"click"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"other"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-05-01T17:16:49.734Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":998,"string":"998"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-05-01T17:16:49.734Z"},"extra_info.answer.action":{"kind":"string","value":"click"},"extra_info.answer.action_argument":{"kind":"string","value":"other"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$15.23\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$9.06\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0813NBR5N\"\n},\n {\n \"title\": \"BIIB Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools\"\n},\n {\n \"price\": \"$12.99\"\n},\n {\n \"bullet_list\": \"Great Mens Gifts: BIIB multi-tool pen with personalized gifts box are unique gifts for dad, men, husbands, and grandpas on Birthday, Fathers Day, Thanksgiving Day, Anniversary and more. Anyone who receives a BIIB multifunctional pen as a gift will love it Gifts for Men Who Want Nothing: The packaging of this 9-in-1 multitool pen is exquisite, and comes with three extra replacement refills and three replacement batteries, very suitable as a gift for your loved one on Birthday, Fathers Day and daily life 9-in-1 Multitool Pen Set: The multifunction tool pen comes with 9 very handy functions: twist ballpoint pen/ ruler/ screwdriver (Flat & Phillips)/ bottle opener (can act as phone holder)/ stylus/ level/ LED flashlight Fathers Day Gifts: The 9-in-1 tool pen is made of super-strong aluminum material to be used for a long time, due to its small size and unique design. It is not only a tool in daily use, but also a cool Fathers Day gift for men, easy to use and carry Great Service and How To Use: If you have any questions, please contact us, and we'll serve you the best. Regarding how to take out the stylus pen and screwdriver. ROTATE the front end of the pen to get the tools for use\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Silver\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"18 in 1 Snowflake Multi Tool for Man,Stainless Steel Snowflake Multitool Stocking Stuffers for Father,Husband,Boyfriend,Snowflake Wrench/Bottle Opener/Screwdriver Kit for Christmas Gifts (Black)\", \"asin\": \"B0DZHBLH3R\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"QWQJ Gifts for Men Him, Eight in 1 Multi Tool Pen Gadgets for Birthday Gifts for Men, Multifunctional Tool Pen Gifts for Dad\", \"asin\": \"B0DZWRD59Y\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"NAYSAYE Dad Gifts, Gifts for men, Snowflake Multitool 18-in-1 Pocket Gadget, Perfect for Camping, Hiking, and Everyday Use, Unique Birthday Gifts for Him, Made of Durable Rust-Free Steel (Silver)\", \"asin\": \"B0DSPVHRKL\", \"price\": \"$9.90\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Men Him Dad, Survival Kit and Equipment 24 Pcs, Valentines Gifts for him, Christmas Stocking Stuffers,Camping Essentials, Survival Gear, Cool Gadgets for Men \\ufeff\", \"asin\": \"B0DWMPCS67\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Multi Tool Pens, 30 Pcs 6-in-1Multitool Pen with 30 Pcs Refills, Screwdriver, Ruler, Level Gauge, Ballpoint, Stylus, Unique Gifts for Men, Funny Gift for Father's Day Valentines or Birthdays Gifts\", \"asin\": \"B0DSJ88BKL\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Personalized Toiletry Bag for Men, Engraved Name & Text, Father's Day Gifts for Men, Dad, Leather Men's Toiletry Bag for Traveling, Customized Birthday Gift for Husband, Grandpa, Lover\", \"asin\": \"/promo/A1GAGK2VY01NI8\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"RAK Multitool Pen 2-Pack - Multi-Tool Pens with LED Light, Flathead & Phillips Screwdrivers, Level, Ruler, Bottle Opener, and Stylus. Gift-Ready Box with Ink Refills & Batteries. Great for EDC.\", \"asin\": \"B081M8F7N7\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Telescoping Magnetic Pickup Tools Set 2PCS, Birthday Gift for Men Dad Husband Boyfriend, 360\\u00b0 Flexible Extendable Magnet Pickup Tool, Useful Cool Gadget for Men\", \"asin\": \"B0D17TPX9Z\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Men Him Dad, Pocket Multitool Knife, Christmas Stocking Stuffers for Men, Anniversary Birthday Gifts for Husband, Boyfriend, Guy, Groomsmen, Fathers Day, Gadget for Hiking, Camping, Outdoor\", \"asin\": \"B08QVQG819\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"MOSSY OAK Multitool, 21-in-1 Stainless Steel Pocket Knife with Screwdriver Sleeve, Self-locking Pliers with Sheath-Perfect for Outdoor, Survival, Camping, Hiking, Simple Repair\", \"asin\": \"B084VJFX9M\", \"price\": \"$23.79\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Men Him Dad Boyfriend,Multitool Pocket Knife for Men,Anniversary Christmas Gifts for Birthday,Hiking Camping Knife with Screwdrivers Pliers Bottle Opener\", \"asin\": \"B0C1936XL3\", \"price\": \"$14.44\", \"quantity\": \"\"},\n {\"title\": \"Sharp Pebble Premium Whetstone Knife Sharpening Stone 2 Side Grit 1000/6000 Waterstone- Whetstone Knife Sharpener- NonSlip Bamboo Base & Angle Guide\", \"asin\": \"B01FZZUL30\", \"price\": \"$33.97\", \"quantity\": \"\"},\n {\"title\": \"EDC Pocket Knife - 7CR13Mov Steel Tanto Blade, Slim Survival Knife with Clip and Li...\", \"asin\": \"B0B824PKTF\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"VIBELITE Extendable Magnetic Flashlight with Telescoping Magnet Pickup Tool-Cool Gadget Gifts for Him, Husband, Men, Dad, Father, Mechanic,Tech, Handyman, Boyfriend, Women, Silve\", \"asin\": \"B07CZ95C79\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Large Power Tool Organizer Wall Mount, Garage Storage Cordless Tool Organizer with ...\", \"asin\": \"B0DT688QSB\", \"price\": \"$47.49\", \"quantity\": \"\"},\n {\"title\": \"RUSH DEER 16-in-1 Multitool, Gifts for Dad, Hammer Multi tool, Utility Knife Multitools for Men, Survival Gear and Supplies, Christmas Gift for Boy Husbands\", \"asin\": \"B08ZD14JHV\", \"price\": \"$28.49\", \"quantity\": \"\"},\n {\"title\": \"CCCEI Modular Power Tool Organizer Wall Mount with Charging Station. Garage 4 Drill Storage Shelf with Hooks, Screwdriver, Drill Bit Heavy Duty Rack, Tool Battery Holder Built in 8 Outlet Power Strip.\", \"asin\": \"B0BMFW2WG5\", \"price\": \"$52.48\", \"quantity\": \"\"},\n {\"title\": \"Father\\u2019s Day Gifts for Dad \\u2013 9-in-1 Multi-Tool Pen with Engraved Keychain, Unique D...\", \"asin\": \"B0DZ2HWTK4\", \"price\": \"$3.99\", \"quantity\": \"\"},\n {\"title\": \"EDC Pry Bar Multitool with Bi-Directional Ratchet Screwdriver & Everlasting Pen, Wrenches, Crowbar, Bottle and Box Openers - Your Versatile Companion for Everyday Carry and Camping Accessories\", \"asin\": \"B0CKLPKJ92\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Fathers Day Dad Gifts from Daughter & Son - Multitool Trowel Mens Gift Idea Lightwe...\", \"asin\": \"B0D9J4GQ4Z\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"BIIB\\u00a0Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools\", \"asin\": \"B0813NBR5N\", \"price\": \"$12.99\"},\n {\"title\": \"BIIB\\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Mens Gifts for Dad Him Husband, Anniversary Father's Day Gifts for dad who wants nothing, Birthday Graduation Gifts for Men, Tools Cool Gadgets\", \"asin\": \"B0813NDWSD\", \"price\": \"$12.99\"},\n {\"title\": \"KEZKALS\\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Fathers Day Mens Gifts from Daughter Wife Son, Birthday Gifts for Men Him Grandpa, Father's Day Gifts for Dad Who Have Everything, Cool Gadgets\", \"asin\": \"B09QM6GZ4R\", \"price\": \"$12.99\"},\n {\"title\": \"Trealop\\u00a0Gifts for Him Fathers Day Men, 12 in 1 Multitool Pen, Stocking Stuffers Unique Mens Gifts for Dad, Husband, Grandpa, Dad Gifts from Daughter Son, Cool Birthday Gifts Ideas for Men Have Everything\", \"asin\": \"B0D4K8GX1K\", \"price\": \"$5.99\"},\n {\"title\": \"WEARXI\\u00a0Gifts for Men, 9 in 1 Multitool Pen Fathers Day Gift from Daughter Son, Mens Gifts for Dad/Him/Husband, Birthday Gift for Men/Boyfriend, Cool Gadgets, Camping Accessories\", \"asin\": \"B0B5QH517S\", \"price\": \"$13.99\"},\n {\"title\": \"PPRAFDD\\u00a09 in 1 Multitool Pen Set, Gifts for Men, Multi Tool Pen Set, Mens Gifts for Fathers Day Dad Gifts, Birthday Gifts for Him, Valentines Day Gifts for Him, Stocking Stuffers for Adults Men\", \"asin\": \"B0DFPQN22J\", \"price\": \"$9.89\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-05-01T17:16:49.734Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"click other \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"click other \",\n \"index\": 998,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:10.911Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:20.255Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:26.185Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-23T13:00:14.715Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-23T13:57:59.984Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CW1QNTB7\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$15.23\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$9.06\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B0813NBR5N\\\"\\n},\\n {\\n \\\"title\\\": \\\"BIIB Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools\\\"\\n},\\n {\\n \\\"price\\\": \\\"$12.99\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"Great Mens Gifts: BIIB multi-tool pen with personalized gifts box are unique gifts for dad, men, husbands, and grandpas on Birthday, Fathers Day, Thanksgiving Day, Anniversary and more. Anyone who receives a BIIB multifunctional pen as a gift will love it Gifts for Men Who Want Nothing: The packaging of this 9-in-1 multitool pen is exquisite, and comes with three extra replacement refills and three replacement batteries, very suitable as a gift for your loved one on Birthday, Fathers Day and daily life 9-in-1 Multitool Pen Set: The multifunction tool pen comes with 9 very handy functions: twist ballpoint pen/ ruler/ screwdriver (Flat & Phillips)/ bottle opener (can act as phone holder)/ stylus/ level/ LED flashlight Fathers Day Gifts: The 9-in-1 tool pen is made of super-strong aluminum material to be used for a long time, due to its small size and unique design. It is not only a tool in daily use, but also a cool Fathers Day gift for men, easy to use and carry Great Service and How To Use: If you have any questions, please contact us, and we'll serve you the best. Regarding how to take out the stylus pen and screwdriver. ROTATE the front end of the pen to get the tools for use\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Color\\\": \\\"Silver\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"18 in 1 Snowflake Multi Tool for Man,Stainless Steel Snowflake Multitool Stocking Stuffers for Father,Husband,Boyfriend,Snowflake Wrench/Bottle Opener/Screwdriver Kit for Christmas Gifts (Black)\\\", \\\"asin\\\": \\\"B0DZHBLH3R\\\", \\\"price\\\": \\\"$6.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"QWQJ Gifts for Men Him, Eight in 1 Multi Tool Pen Gadgets for Birthday Gifts for Men, Multifunctional Tool Pen Gifts for Dad\\\", \\\"asin\\\": \\\"B0DZWRD59Y\\\", \\\"price\\\": \\\"$7.49\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"NAYSAYE Dad Gifts, Gifts for men, Snowflake Multitool 18-in-1 Pocket Gadget, Perfect for Camping, Hiking, and Everyday Use, Unique Birthday Gifts for Him, Made of Durable Rust-Free Steel (Silver)\\\", \\\"asin\\\": \\\"B0DSPVHRKL\\\", \\\"price\\\": \\\"$9.90\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Gifts for Men Him Dad, Survival Kit and Equipment 24 Pcs, Valentines Gifts for him, Christmas Stocking Stuffers,Camping Essentials, Survival Gear, Cool Gadgets for Men \\\\ufeff\\\", \\\"asin\\\": \\\"B0DWMPCS67\\\", \\\"price\\\": \\\"$16.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Multi Tool Pens, 30 Pcs 6-in-1Multitool Pen with 30 Pcs Refills, Screwdriver, Ruler, Level Gauge, Ballpoint, Stylus, Unique Gifts for Men, Funny Gift for Father's Day Valentines or Birthdays Gifts\\\", \\\"asin\\\": \\\"B0DSJ88BKL\\\", \\\"price\\\": \\\"$21.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Personalized Toiletry Bag for Men, Engraved Name & Text, Father's Day Gifts for Men, Dad, Leather Men's Toiletry Bag for Traveling, Customized Birthday Gift for Husband, Grandpa, Lover\\\", \\\"asin\\\": \\\"/promo/A1GAGK2VY01NI8\\\", \\\"price\\\": \\\"$16.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"RAK Multitool Pen 2-Pack - Multi-Tool Pens with LED Light, Flathead & Phillips Screwdrivers, Level, Ruler, Bottle Opener, and Stylus. Gift-Ready Box with Ink Refills & Batteries. Great for EDC.\\\", \\\"asin\\\": \\\"B081M8F7N7\\\", \\\"price\\\": \\\"$17.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Telescoping Magnetic Pickup Tools Set 2PCS, Birthday Gift for Men Dad Husband Boyfriend, 360\\\\u00b0 Flexible Extendable Magnet Pickup Tool, Useful Cool Gadget for Men\\\", \\\"asin\\\": \\\"B0D17TPX9Z\\\", \\\"price\\\": \\\"$11.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Gifts for Men Him Dad, Pocket Multitool Knife, Christmas Stocking Stuffers for Men, Anniversary Birthday Gifts for Husband, Boyfriend, Guy, Groomsmen, Fathers Day, Gadget for Hiking, Camping, Outdoor\\\", \\\"asin\\\": \\\"B08QVQG819\\\", \\\"price\\\": \\\"$10.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"MOSSY OAK Multitool, 21-in-1 Stainless Steel Pocket Knife with Screwdriver Sleeve, Self-locking Pliers with Sheath-Perfect for Outdoor, Survival, Camping, Hiking, Simple Repair\\\", \\\"asin\\\": \\\"B084VJFX9M\\\", \\\"price\\\": \\\"$23.79\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Gifts for Men Him Dad Boyfriend,Multitool Pocket Knife for Men,Anniversary Christmas Gifts for Birthday,Hiking Camping Knife with Screwdrivers Pliers Bottle Opener\\\", \\\"asin\\\": \\\"B0C1936XL3\\\", \\\"price\\\": \\\"$14.44\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Sharp Pebble Premium Whetstone Knife Sharpening Stone 2 Side Grit 1000/6000 Waterstone- Whetstone Knife Sharpener- NonSlip Bamboo Base & Angle Guide\\\", \\\"asin\\\": \\\"B01FZZUL30\\\", \\\"price\\\": \\\"$33.97\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EDC Pocket Knife - 7CR13Mov Steel Tanto Blade, Slim Survival Knife with Clip and Li...\\\", \\\"asin\\\": \\\"B0B824PKTF\\\", \\\"price\\\": \\\"$7.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"VIBELITE Extendable Magnetic Flashlight with Telescoping Magnet Pickup Tool-Cool Gadget Gifts for Him, Husband, Men, Dad, Father, Mechanic,Tech, Handyman, Boyfriend, Women, Silve\\\", \\\"asin\\\": \\\"B07CZ95C79\\\", \\\"price\\\": \\\"$18.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Large Power Tool Organizer Wall Mount, Garage Storage Cordless Tool Organizer with ...\\\", \\\"asin\\\": \\\"B0DT688QSB\\\", \\\"price\\\": \\\"$47.49\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"RUSH DEER 16-in-1 Multitool, Gifts for Dad, Hammer Multi tool, Utility Knife Multitools for Men, Survival Gear and Supplies, Christmas Gift for Boy Husbands\\\", \\\"asin\\\": \\\"B08ZD14JHV\\\", \\\"price\\\": \\\"$28.49\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"CCCEI Modular Power Tool Organizer Wall Mount with Charging Station. Garage 4 Drill Storage Shelf with Hooks, Screwdriver, Drill Bit Heavy Duty Rack, Tool Battery Holder Built in 8 Outlet Power Strip.\\\", \\\"asin\\\": \\\"B0BMFW2WG5\\\", \\\"price\\\": \\\"$52.48\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Father\\\\u2019s Day Gifts for Dad \\\\u2013 9-in-1 Multi-Tool Pen with Engraved Keychain, Unique D...\\\", \\\"asin\\\": \\\"B0DZ2HWTK4\\\", \\\"price\\\": \\\"$3.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"EDC Pry Bar Multitool with Bi-Directional Ratchet Screwdriver & Everlasting Pen, Wrenches, Crowbar, Bottle and Box Openers - Your Versatile Companion for Everyday Carry and Camping Accessories\\\", \\\"asin\\\": \\\"B0CKLPKJ92\\\", \\\"price\\\": \\\"$36.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Fathers Day Dad Gifts from Daughter & Son - Multitool Trowel Mens Gift Idea Lightwe...\\\", \\\"asin\\\": \\\"B0D9J4GQ4Z\\\", \\\"price\\\": \\\"$15.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ],\\n \\\"comparison_items\\\": [\\n {\\\"title\\\": \\\"BIIB\\\\u00a0Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools\\\", \\\"asin\\\": \\\"B0813NBR5N\\\", \\\"price\\\": \\\"$12.99\\\"},\\n {\\\"title\\\": \\\"BIIB\\\\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Mens Gifts for Dad Him Husband, Anniversary Father's Day Gifts for dad who wants nothing, Birthday Graduation Gifts for Men, Tools Cool Gadgets\\\", \\\"asin\\\": \\\"B0813NDWSD\\\", \\\"price\\\": \\\"$12.99\\\"},\\n {\\\"title\\\": \\\"KEZKALS\\\\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Fathers Day Mens Gifts from Daughter Wife Son, Birthday Gifts for Men Him Grandpa, Father's Day Gifts for Dad Who Have Everything, Cool Gadgets\\\", \\\"asin\\\": \\\"B09QM6GZ4R\\\", \\\"price\\\": \\\"$12.99\\\"},\\n {\\\"title\\\": \\\"Trealop\\\\u00a0Gifts for Him Fathers Day Men, 12 in 1 Multitool Pen, Stocking Stuffers Unique Mens Gifts for Dad, Husband, Grandpa, Dad Gifts from Daughter Son, Cool Birthday Gifts Ideas for Men Have Everything\\\", \\\"asin\\\": \\\"B0D4K8GX1K\\\", \\\"price\\\": \\\"$5.99\\\"},\\n {\\\"title\\\": \\\"WEARXI\\\\u00a0Gifts for Men, 9 in 1 Multitool Pen Fathers Day Gift from Daughter Son, Mens Gifts for Dad/Him/Husband, Birthday Gift for Men/Boyfriend, Cool Gadgets, Camping Accessories\\\", \\\"asin\\\": \\\"B0B5QH517S\\\", \\\"price\\\": \\\"$13.99\\\"},\\n {\\\"title\\\": \\\"PPRAFDD\\\\u00a09 in 1 Multitool Pen Set, Gifts for Men, Multi Tool Pen Set, Mens Gifts for Fathers Day Dad Gifts, Birthday Gifts for Him, Valentines Day Gifts for Him, Stocking Stuffers for Adults Men\\\", \\\"asin\\\": \\\"B0DFPQN22J\\\", \\\"price\\\": \\\"$9.89\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-05-01T17:16:49.734Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}},{"rowIdx":999,"cells":{"data_source":{"kind":"string","value":"Action_Asin"},"prompt":{"kind":"list like","value":[{"content":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T17:16:49.734Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$15.23\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$9.06\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B08QTNVVT6\"\n},\n {\n \"title\": \"Instacart eGift Card\"\n},\n {\n \"price\": \"$100.00\"\n},\n {\n \"bullet_list\": \"GROCERY SHOPPING MADE EASY: Get your entire grocery store list delivered in as fast as 30 minutes. Prefer pick up? Order your groceries online, pick up at your local store, and skip the fees and tipping. GROCERY COUPONS AND DEALS: Discover exclusive deals and grocery coupons found only on the Instacart app. SHOP GROCERY STORES NEAR YOU: Instacart connects you with over 85,000 supermarkets and stores across North America. THOUGHTFUL GIFT: Share the gift of time by taking a chore off a friend\\u2019s or family\\u2019s to-do list. Perfect for new parents! Redeem in the app: Sign up for Instacart or log into your existing account Enter the main menu Tap Credits, promos & gift cards Enter the code Redeem on the website: Sign up for Instacart or log into your existing account Click Account or your name Click Add promo or gift card Enter the code No returns and no refunds on gift cards.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Denomination\": \"25\"\n},\n {\n \"Design Name\": \"Standard\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Uber eGift Card - Standard\", \"asin\": \"B079YMX2J6\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Customizable Amazon.com eGift Card\", \"asin\": \"B0D59YR9KB\", \"price\": \"$5.00\", \"quantity\": \"\"},\n {\"title\": \"Amazon eGift Card - Seasonal - (Instant Email or Text Delivery)\", \"asin\": \"B0D5HX5RMD\", \"price\": \"$5.00\", \"quantity\": \"\"},\n {\"title\": \"The Cheesecake eGift Card\", \"asin\": \"B00MV9FQXO\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Amazon.com eGift Card (Instant Email or Text Delivery)\", \"asin\": \"BT00DC6QU4\", \"price\": \"$50.00\", \"quantity\": \"\"},\n {\"title\": \"Etsy eGift\", \"asin\": \"B0DJFGX4LV\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"BLACKHAWK Mastercard Gift Card, 1 EA\", \"asin\": \"B07FX2LXR4\", \"price\": \"$28.95\", \"quantity\": \"\"},\n {\"title\": \"Groupon eGift Card\", \"asin\": \"B08NRTXN5G\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Roblox Digital Gift Card - 1,500 Robux [Includes Exclusive Virtual Item] [Digital Code]\", \"asin\": \"B0BCCXZDT5\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\", \"asin\": \"B08F3C99KN\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"DoorDash eGift Card\", \"asin\": \"B07ZDX292M\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard\", \"asin\": \"B074T91QTZ\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card\", \"asin\": \"B08DLS6LK7\", \"price\": \"$50.00\", \"quantity\": \"\"},\n {\"title\": \"Razer Gold eGift Card \\u2013 Games, entertainment, and lifestyle brands for gamers\", \"asin\": \"B08QDXC6T4\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"ROBBEAR Funny Happy Birthday Pop Up Card, Sweet 3D Birthday Gift Box for Adults and Kids with Envelopes, Unique Handmade Foldable Celebration Cards for Daughter, Son, Mom, Dad, Friend\", \"asin\": \"B0CHRFTJ82\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Uber eGift Card - Standard\", \"asin\": \"B079YMX2J6\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Abercrombie & Fitch eGift Card\", \"asin\": \"B01M6BHA1Z\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Etsy eGift\", \"asin\": \"B0DJFGX4LV\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Groupon eGift Card\", \"asin\": \"B08NRTXN5G\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"American Eagle Outfitters eGift Card\", \"asin\": \"B00KFLZFYA\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"The Cheesecake eGift Card\", \"asin\": \"B00MV9FQXO\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard\", \"asin\": \"B074T91QTZ\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\", \"asin\": \"B08F3BV69X\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Mom Mothers Day Rose Gifts Birthday Gifts for Women, Mom Gifts for Mother Day from Daughter Galaxy Glass Red Butterfly Flowers Rose Gifts for Sister,Grandma,Her,Wife,Anniversary,Wedding\", \"asin\": \"B0BXHQ1XPX\", \"price\": \"$22.08\", \"quantity\": \"\"},\n {\"title\": \"Mothers Day Wind Chimes Gifts for Mom Birthday Gifts for Women Mother\\u2018s Day Gift for Grandma Wife Sister Gift Hummingbird Wind Chimes Solar Lights for Outside Garden Outdoor House Patio D\\u00e9cor\", \"asin\": \"B0CGJ9VG3R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card\", \"asin\": \"B08DLS6LK7\", \"price\": \"$50.00\", \"quantity\": \"\"},\n {\"title\": \"DoorDash eGift Card\", \"asin\": \"B07ZDX292M\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"YOOLIFE Gifts for Women - Birthday Gifts for Women Mom Sister Teacher, K Initial Tote Bag, Mothers Day Gift for Wife Mother Grandma, Friend Teacher Wife Mom Birthday Gift, Mothers Day Basket\", \"asin\": \"B0BXSXHBLL\", \"price\": \"$27.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-05-01T17:28:07.244Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n","role":"user"}],"string":"[\n {\n \"content\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:10.911Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:20.255Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:26.185Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-23T13:00:14.715Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-23T13:57:59.984Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CW1QNTB7\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-05-01T17:16:49.734Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$15.23\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$9.06\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B08QTNVVT6\\\"\\n},\\n {\\n \\\"title\\\": \\\"Instacart eGift Card\\\"\\n},\\n {\\n \\\"price\\\": \\\"$100.00\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"GROCERY SHOPPING MADE EASY: Get your entire grocery store list delivered in as fast as 30 minutes. Prefer pick up? Order your groceries online, pick up at your local store, and skip the fees and tipping. GROCERY COUPONS AND DEALS: Discover exclusive deals and grocery coupons found only on the Instacart app. SHOP GROCERY STORES NEAR YOU: Instacart connects you with over 85,000 supermarkets and stores across North America. THOUGHTFUL GIFT: Share the gift of time by taking a chore off a friend\\\\u2019s or family\\\\u2019s to-do list. Perfect for new parents! Redeem in the app: Sign up for Instacart or log into your existing account Enter the main menu Tap Credits, promos & gift cards Enter the code Redeem on the website: Sign up for Instacart or log into your existing account Click Account or your name Click Add promo or gift card Enter the code No returns and no refunds on gift cards.\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Denomination\\\": \\\"25\\\"\\n},\\n {\\n \\\"Design Name\\\": \\\"Standard\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Uber eGift Card - Standard\\\", \\\"asin\\\": \\\"B079YMX2J6\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Customizable Amazon.com eGift Card\\\", \\\"asin\\\": \\\"B0D59YR9KB\\\", \\\"price\\\": \\\"$5.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Amazon eGift Card - Seasonal - (Instant Email or Text Delivery)\\\", \\\"asin\\\": \\\"B0D5HX5RMD\\\", \\\"price\\\": \\\"$5.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"The Cheesecake eGift Card\\\", \\\"asin\\\": \\\"B00MV9FQXO\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Amazon.com eGift Card (Instant Email or Text Delivery)\\\", \\\"asin\\\": \\\"BT00DC6QU4\\\", \\\"price\\\": \\\"$50.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Etsy eGift\\\", \\\"asin\\\": \\\"B0DJFGX4LV\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"BLACKHAWK Mastercard Gift Card, 1 EA\\\", \\\"asin\\\": \\\"B07FX2LXR4\\\", \\\"price\\\": \\\"$28.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Groupon eGift Card\\\", \\\"asin\\\": \\\"B08NRTXN5G\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Roblox Digital Gift Card - 1,500 Robux [Includes Exclusive Virtual Item] [Digital Code]\\\", \\\"asin\\\": \\\"B0BCCXZDT5\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\\\", \\\"asin\\\": \\\"B08F3C99KN\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"DoorDash eGift Card\\\", \\\"asin\\\": \\\"B07ZDX292M\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard\\\", \\\"asin\\\": \\\"B074T91QTZ\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple Gift Card\\\", \\\"asin\\\": \\\"B08DLS6LK7\\\", \\\"price\\\": \\\"$50.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Razer Gold eGift Card \\\\u2013 Games, entertainment, and lifestyle brands for gamers\\\", \\\"asin\\\": \\\"B08QDXC6T4\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ROBBEAR Funny Happy Birthday Pop Up Card, Sweet 3D Birthday Gift Box for Adults and Kids with Envelopes, Unique Handmade Foldable Celebration Cards for Daughter, Son, Mom, Dad, Friend\\\", \\\"asin\\\": \\\"B0CHRFTJ82\\\", \\\"price\\\": \\\"$6.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Uber eGift Card - Standard\\\", \\\"asin\\\": \\\"B079YMX2J6\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Abercrombie & Fitch eGift Card\\\", \\\"asin\\\": \\\"B01M6BHA1Z\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Etsy eGift\\\", \\\"asin\\\": \\\"B0DJFGX4LV\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Groupon eGift Card\\\", \\\"asin\\\": \\\"B08NRTXN5G\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"American Eagle Outfitters eGift Card\\\", \\\"asin\\\": \\\"B00KFLZFYA\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"The Cheesecake eGift Card\\\", \\\"asin\\\": \\\"B00MV9FQXO\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard\\\", \\\"asin\\\": \\\"B074T91QTZ\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\\\", \\\"asin\\\": \\\"B08F3BV69X\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Gifts for Mom Mothers Day Rose Gifts Birthday Gifts for Women, Mom Gifts for Mother Day from Daughter Galaxy Glass Red Butterfly Flowers Rose Gifts for Sister,Grandma,Her,Wife,Anniversary,Wedding\\\", \\\"asin\\\": \\\"B0BXHQ1XPX\\\", \\\"price\\\": \\\"$22.08\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Mothers Day Wind Chimes Gifts for Mom Birthday Gifts for Women Mother\\\\u2018s Day Gift for Grandma Wife Sister Gift Hummingbird Wind Chimes Solar Lights for Outside Garden Outdoor House Patio D\\\\u00e9cor\\\", \\\"asin\\\": \\\"B0CGJ9VG3R\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple Gift Card\\\", \\\"asin\\\": \\\"B08DLS6LK7\\\", \\\"price\\\": \\\"$50.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"DoorDash eGift Card\\\", \\\"asin\\\": \\\"B07ZDX292M\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"YOOLIFE Gifts for Women - Birthday Gifts for Women Mom Sister Teacher, K Initial Tote Bag, Mothers Day Gift for Wife Mother Grandma, Friend Teacher Wife Mom Birthday Gift, Mothers Day Basket\\\", \\\"asin\\\": \\\"B0BXSXHBLL\\\", \\\"price\\\": \\\"$27.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-05-01T17:28:07.244Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"role\": \"user\"\n }\n]"},"ability":{"kind":"string","value":"Action_Argument_Prediction"},"reward_model.ground_truth.timestamp":{"kind":"string","value":"2025-05-01T17:28:07.244Z"},"reward_model.ground_truth.action":{"kind":"string","value":"input"},"reward_model.ground_truth.action_argument":{"kind":"string","value":"[EMAIL_MASKED]"},"reward_model.style":{"kind":"string","value":"rule"},"answer.timestamp":{"kind":"string","value":"2025-05-01T17:28:07.244Z"},"extra_info.split":{"kind":"string","value":"train"},"extra_info.index":{"kind":"number","value":999,"string":"999"},"extra_info.answer.timestamp":{"kind":"string","value":"2025-05-01T17:28:07.244Z"},"extra_info.answer.action":{"kind":"string","value":"input"},"extra_info.answer.action_argument":{"kind":"string","value":"[EMAIL_MASKED]"},"extra_info.question":{"kind":"string","value":"<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T17:16:49.734Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$15.23\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$9.06\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B08QTNVVT6\"\n},\n {\n \"title\": \"Instacart eGift Card\"\n},\n {\n \"price\": \"$100.00\"\n},\n {\n \"bullet_list\": \"GROCERY SHOPPING MADE EASY: Get your entire grocery store list delivered in as fast as 30 minutes. Prefer pick up? Order your groceries online, pick up at your local store, and skip the fees and tipping. GROCERY COUPONS AND DEALS: Discover exclusive deals and grocery coupons found only on the Instacart app. SHOP GROCERY STORES NEAR YOU: Instacart connects you with over 85,000 supermarkets and stores across North America. THOUGHTFUL GIFT: Share the gift of time by taking a chore off a friend\\u2019s or family\\u2019s to-do list. Perfect for new parents! Redeem in the app: Sign up for Instacart or log into your existing account Enter the main menu Tap Credits, promos & gift cards Enter the code Redeem on the website: Sign up for Instacart or log into your existing account Click Account or your name Click Add promo or gift card Enter the code No returns and no refunds on gift cards.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Denomination\": \"25\"\n},\n {\n \"Design Name\": \"Standard\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Uber eGift Card - Standard\", \"asin\": \"B079YMX2J6\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Customizable Amazon.com eGift Card\", \"asin\": \"B0D59YR9KB\", \"price\": \"$5.00\", \"quantity\": \"\"},\n {\"title\": \"Amazon eGift Card - Seasonal - (Instant Email or Text Delivery)\", \"asin\": \"B0D5HX5RMD\", \"price\": \"$5.00\", \"quantity\": \"\"},\n {\"title\": \"The Cheesecake eGift Card\", \"asin\": \"B00MV9FQXO\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Amazon.com eGift Card (Instant Email or Text Delivery)\", \"asin\": \"BT00DC6QU4\", \"price\": \"$50.00\", \"quantity\": \"\"},\n {\"title\": \"Etsy eGift\", \"asin\": \"B0DJFGX4LV\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"BLACKHAWK Mastercard Gift Card, 1 EA\", \"asin\": \"B07FX2LXR4\", \"price\": \"$28.95\", \"quantity\": \"\"},\n {\"title\": \"Groupon eGift Card\", \"asin\": \"B08NRTXN5G\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Roblox Digital Gift Card - 1,500 Robux [Includes Exclusive Virtual Item] [Digital Code]\", \"asin\": \"B0BCCXZDT5\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\", \"asin\": \"B08F3C99KN\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"DoorDash eGift Card\", \"asin\": \"B07ZDX292M\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard\", \"asin\": \"B074T91QTZ\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card\", \"asin\": \"B08DLS6LK7\", \"price\": \"$50.00\", \"quantity\": \"\"},\n {\"title\": \"Razer Gold eGift Card \\u2013 Games, entertainment, and lifestyle brands for gamers\", \"asin\": \"B08QDXC6T4\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"ROBBEAR Funny Happy Birthday Pop Up Card, Sweet 3D Birthday Gift Box for Adults and Kids with Envelopes, Unique Handmade Foldable Celebration Cards for Daughter, Son, Mom, Dad, Friend\", \"asin\": \"B0CHRFTJ82\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Uber eGift Card - Standard\", \"asin\": \"B079YMX2J6\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Abercrombie & Fitch eGift Card\", \"asin\": \"B01M6BHA1Z\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Etsy eGift\", \"asin\": \"B0DJFGX4LV\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Groupon eGift Card\", \"asin\": \"B08NRTXN5G\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"American Eagle Outfitters eGift Card\", \"asin\": \"B00KFLZFYA\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"The Cheesecake eGift Card\", \"asin\": \"B00MV9FQXO\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard\", \"asin\": \"B074T91QTZ\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\", \"asin\": \"B08F3BV69X\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Mom Mothers Day Rose Gifts Birthday Gifts for Women, Mom Gifts for Mother Day from Daughter Galaxy Glass Red Butterfly Flowers Rose Gifts for Sister,Grandma,Her,Wife,Anniversary,Wedding\", \"asin\": \"B0BXHQ1XPX\", \"price\": \"$22.08\", \"quantity\": \"\"},\n {\"title\": \"Mothers Day Wind Chimes Gifts for Mom Birthday Gifts for Women Mother\\u2018s Day Gift for Grandma Wife Sister Gift Hummingbird Wind Chimes Solar Lights for Outside Garden Outdoor House Patio D\\u00e9cor\", \"asin\": \"B0CGJ9VG3R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card\", \"asin\": \"B08DLS6LK7\", \"price\": \"$50.00\", \"quantity\": \"\"},\n {\"title\": \"DoorDash eGift Card\", \"asin\": \"B07ZDX292M\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"YOOLIFE Gifts for Women - Birthday Gifts for Women Mom Sister Teacher, K Initial Tote Bag, Mothers Day Gift for Wife Mother Grandma, Friend Teacher Wife Mom Birthday Gift, Mothers Day Basket\", \"asin\": \"B0BXSXHBLL\", \"price\": \"$27.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within \n{\n\"timestamp\": \"2025-05-01T17:28:07.244Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n \"\n\n<|im_end|>\n<|im_start|>assistant\n\n"},"reward_model":{"kind":"string","value":"{\n \"ground_truth\": \"input [EMAIL_MASKED] \",\n \"style\": \"rule\"\n}"},"extra_info":{"kind":"string","value":"{\n \"answer\": \"input [EMAIL_MASKED] \",\n \"index\": 999,\n \"question\": \"<|im_start|>system\\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within and tags, respectively, i.e., reasoning process here predicted action and action argument here .\\n<|im_end|>\\n<|im_start|>user\\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \\nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the section, then provide your prediction within the section, ensuring your prediction falls within the specified action and argument spaces. \\n\\n<|actionspace_start|>\\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\\n1. input:\\nAction: Type text into an input field to search for a specific product. \\nAction Argument: the input_text is the specific text entered by the customer.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"input\\\",\\n\\\"action_argument\\\": \\\"input_text\\\",\\n}\\n\\n2. click:\\nAction: Click on a button or clickable element on the Amazon website.\\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click\\\",\\n\\\"action_argument\\\": \\\"click_type\\\",\\n}\\n\\n3. click_product:\\nAction: Click on product links or product images.\\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"click_product\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n\\n4. purchase:\\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \\\"Add to Cart\\\", \\\"Buy Now\\\", \\\"Set Subscription\\\", or \\\"Checkout\\\" buttons for specific products. \\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\\n{\\n\\\"timestamp\\\": \\\"timestamp\\\",\\n\\\"action\\\": \\\"purchase\\\",\\n\\\"action_argument\\\": \\\"product_asin\\\",\\n}\\n<|actionspace_end|>\\n\\n<|memory_start|>\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:12.753Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-17T01:23:48.261Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"ice\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:31:49.289Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:33:20.774Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0743KVCJC\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:18.501Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:37:40.735Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:38:37.569Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:10.524Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:13.162Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:17.046Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:21.419Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:40:26.255Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:01.212Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:42:16.801Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DYZX33W5\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:43:07.125Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DLK12F7F\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T14:45:29.360Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:10:32.932Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:11.786Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-20T21:11:22.473Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"t450\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:44.513Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T14:12:51.758Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:15.923Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:25.158Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0C2J8XTYY\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:14:40.358Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.069Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:16:49.079Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:28.614Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:17:36.373Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:15.120Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"review\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:18:19.372Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:19:14.720Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"auto card shuffler any size\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:23:34.050Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:09.850Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:24:21.531Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B09Q69K331, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:26:53.417Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:06.445Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:16.930Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0CCBVY3BV\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:21.185Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:28.090Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:29:30.377Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"cabin air filter subaru forester 2020\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:11.876Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"cart_side_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:15.477Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:30:17.443Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"product_option\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:00.611Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.787Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engin\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:06.870Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.310Z\\\", \\\"action\\\": \\\"input\\\", \\\"action_argument\\\": \\\"engine air filter and \\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:12.418Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"suggested_term\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:31:36.428Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:32:59.010Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:01.756Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"nav_bar\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:10.911Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"quantity\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:20.255Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-21T19:33:26.185Z\\\", \\\"action\\\": \\\"purchase\\\", \\\"action_argument\\\": \\\"B0DC6MJ3SP, B01FFOY006\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-23T13:00:14.715Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n{\\\"timestamp\\\": \\\"2025-04-23T13:57:59.984Z\\\", \\\"action\\\": \\\"click_product\\\", \\\"action_argument\\\": \\\"B0CW1QNTB7\\\"}\\n<|memory_end|>\\n\\n<|action_start|>\\n{\\\"timestamp\\\": \\\"2025-05-01T17:16:49.734Z\\\", \\\"action\\\": \\\"click\\\", \\\"action_argument\\\": \\\"other\\\"}\\n<|action_end|>\\n\\n<|observation_start|>\\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\\n{\\n \\\"search_term\\\": [\\n {\\n \\\"term\\\": \\\"\\\"\\n}\\n ],\\n \\\"cart_items\\\": [\\n {\\\"title\\\": \\\"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\\\", \\\"asin\\\": \\\"B0DC6MJ3SP\\\", \\\"price\\\": \\\"$24.99\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Philips OneBlade Replacement Blade QP220/50\\\", \\\"asin\\\": \\\"B01FFOY006\\\", \\\"price\\\": \\\"$22.95\\\", \\\"quantity\\\": \\\"1\\\"},\\n {\\\"title\\\": \\\"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWW6V8T\\\", \\\"price\\\": \\\"$15.23\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\\\", \\\"asin\\\": \\\"B08QWYMMYL\\\", \\\"price\\\": \\\"$3.68\\\"},\\n {\\\"title\\\": \\\"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\\\", \\\"asin\\\": \\\"B095PL2MPZ\\\", \\\"price\\\": \\\"$9.06\\\"},\\n {\\\"title\\\": \\\"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\\\", \\\"asin\\\": \\\"B000T9SZOU\\\", \\\"price\\\": \\\"$4.99\\\"},\\n {\\\"title\\\": \\\"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\\\", \\\"asin\\\": \\\"B07QXKMSJB\\\", \\\"price\\\": \\\"$59.08\\\"}\\n ],\\n \\\"product_details\\\": [\\n {\\n \\\"asin\\\": \\\"B08QTNVVT6\\\"\\n},\\n {\\n \\\"title\\\": \\\"Instacart eGift Card\\\"\\n},\\n {\\n \\\"price\\\": \\\"$100.00\\\"\\n},\\n {\\n \\\"bullet_list\\\": \\\"GROCERY SHOPPING MADE EASY: Get your entire grocery store list delivered in as fast as 30 minutes. Prefer pick up? Order your groceries online, pick up at your local store, and skip the fees and tipping. GROCERY COUPONS AND DEALS: Discover exclusive deals and grocery coupons found only on the Instacart app. SHOP GROCERY STORES NEAR YOU: Instacart connects you with over 85,000 supermarkets and stores across North America. THOUGHTFUL GIFT: Share the gift of time by taking a chore off a friend\\\\u2019s or family\\\\u2019s to-do list. Perfect for new parents! Redeem in the app: Sign up for Instacart or log into your existing account Enter the main menu Tap Credits, promos & gift cards Enter the code Redeem on the website: Sign up for Instacart or log into your existing account Click Account or your name Click Add promo or gift card Enter the code No returns and no refunds on gift cards.\\\"\\n}\\n ],\\n \\\"product_quantity\\\": [\\n {\\n \\\"quantity\\\": \\\"1\\\"\\n}\\n ],\\n \\\"product_options\\\": [\\n {\\n \\\"Denomination\\\": \\\"25\\\"\\n},\\n {\\n \\\"Design Name\\\": \\\"Standard\\\"\\n}\\n ],\\n \\\"promotion_items\\\": [\\n {\\\"title\\\": \\\"Uber eGift Card - Standard\\\", \\\"asin\\\": \\\"B079YMX2J6\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Customizable Amazon.com eGift Card\\\", \\\"asin\\\": \\\"B0D59YR9KB\\\", \\\"price\\\": \\\"$5.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Amazon eGift Card - Seasonal - (Instant Email or Text Delivery)\\\", \\\"asin\\\": \\\"B0D5HX5RMD\\\", \\\"price\\\": \\\"$5.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"The Cheesecake eGift Card\\\", \\\"asin\\\": \\\"B00MV9FQXO\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Amazon.com eGift Card (Instant Email or Text Delivery)\\\", \\\"asin\\\": \\\"BT00DC6QU4\\\", \\\"price\\\": \\\"$50.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Etsy eGift\\\", \\\"asin\\\": \\\"B0DJFGX4LV\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"BLACKHAWK Mastercard Gift Card, 1 EA\\\", \\\"asin\\\": \\\"B07FX2LXR4\\\", \\\"price\\\": \\\"$28.95\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Groupon eGift Card\\\", \\\"asin\\\": \\\"B08NRTXN5G\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Roblox Digital Gift Card - 1,500 Robux [Includes Exclusive Virtual Item] [Digital Code]\\\", \\\"asin\\\": \\\"B0BCCXZDT5\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\\\", \\\"asin\\\": \\\"B08F3C99KN\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"DoorDash eGift Card\\\", \\\"asin\\\": \\\"B07ZDX292M\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard\\\", \\\"asin\\\": \\\"B074T91QTZ\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple Gift Card\\\", \\\"asin\\\": \\\"B08DLS6LK7\\\", \\\"price\\\": \\\"$50.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Razer Gold eGift Card \\\\u2013 Games, entertainment, and lifestyle brands for gamers\\\", \\\"asin\\\": \\\"B08QDXC6T4\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"ROBBEAR Funny Happy Birthday Pop Up Card, Sweet 3D Birthday Gift Box for Adults and Kids with Envelopes, Unique Handmade Foldable Celebration Cards for Daughter, Son, Mom, Dad, Friend\\\", \\\"asin\\\": \\\"B0CHRFTJ82\\\", \\\"price\\\": \\\"$6.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Uber eGift Card - Standard\\\", \\\"asin\\\": \\\"B079YMX2J6\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Abercrombie & Fitch eGift Card\\\", \\\"asin\\\": \\\"B01M6BHA1Z\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Etsy eGift\\\", \\\"asin\\\": \\\"B0DJFGX4LV\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Groupon eGift Card\\\", \\\"asin\\\": \\\"B08NRTXN5G\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"American Eagle Outfitters eGift Card\\\", \\\"asin\\\": \\\"B00KFLZFYA\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"The Cheesecake eGift Card\\\", \\\"asin\\\": \\\"B00MV9FQXO\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard\\\", \\\"asin\\\": \\\"B074T91QTZ\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\\\", \\\"asin\\\": \\\"B08F3BV69X\\\", \\\"price\\\": \\\"$15.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Gifts for Mom Mothers Day Rose Gifts Birthday Gifts for Women, Mom Gifts for Mother Day from Daughter Galaxy Glass Red Butterfly Flowers Rose Gifts for Sister,Grandma,Her,Wife,Anniversary,Wedding\\\", \\\"asin\\\": \\\"B0BXHQ1XPX\\\", \\\"price\\\": \\\"$22.08\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Mothers Day Wind Chimes Gifts for Mom Birthday Gifts for Women Mother\\\\u2018s Day Gift for Grandma Wife Sister Gift Hummingbird Wind Chimes Solar Lights for Outside Garden Outdoor House Patio D\\\\u00e9cor\\\", \\\"asin\\\": \\\"B0CGJ9VG3R\\\", \\\"price\\\": \\\"$19.99\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"Apple Gift Card\\\", \\\"asin\\\": \\\"B08DLS6LK7\\\", \\\"price\\\": \\\"$50.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"DoorDash eGift Card\\\", \\\"asin\\\": \\\"B07ZDX292M\\\", \\\"price\\\": \\\"$25.00\\\", \\\"quantity\\\": \\\"\\\"},\\n {\\\"title\\\": \\\"YOOLIFE Gifts for Women - Birthday Gifts for Women Mom Sister Teacher, K Initial Tote Bag, Mothers Day Gift for Wife Mother Grandma, Friend Teacher Wife Mom Birthday Gift, Mothers Day Basket\\\", \\\"asin\\\": \\\"B0BXSXHBLL\\\", \\\"price\\\": \\\"$27.99\\\", \\\"quantity\\\": \\\"\\\"}\\n ]\\n}\\n<|observation_end|>\\n\\n# Output Format\\nPlease provide your response in JSON format within \\n{\\n\\\"timestamp\\\": \\\"2025-05-01T17:28:07.244Z\\\", // the timestamp when this action occurs\\n\\\"action\\\": \\\"string\\\", // one of four action: input, click, click_product, purchase\\n\\\"acion_argument\\\": \\\"string\\\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\\n}\\n \\\"\\n\\n<|im_end|>\\n<|im_start|>assistant\\n\\n\",\n \"split\": \"train\"\n}"}}}],"truncated":false,"partial":false},"paginationData":{"pageIndex":9,"numItemsPerPage":100,"numTotalItems":2667,"offset":900,"length":100}},"jwt":"eyJhbGciOiJFZERTQSJ9.eyJyZWFkIjp0cnVlLCJwZXJtaXNzaW9ucyI6eyJyZXBvLmNvbnRlbnQucmVhZCI6dHJ1ZX0sImlhdCI6MTc1ODY1MTM1MSwic3ViIjoiL2RhdGFzZXRzL0phY2t5Q2h1bktpdC91c2VyX3NwbGl0X2RhdGFfcG9zdF93bWVtb3J5IiwiZXhwIjoxNzU4NjU0OTUxLCJpc3MiOiJodHRwczovL2h1Z2dpbmdmYWNlLmNvIn0.hmCFmJk6v-6Mn4DeG2FkTzlcv2cBlej0Loy4z6n1stD0f_3KmiFQSc2cpjKBnEuJx_qGNzjZN577nZK0tlrfAQ","displayUrls":true},"discussionsStats":{"closed":0,"open":1,"total":1},"fullWidth":true,"hasGatedAccess":true,"hasFullAccess":true,"isEmbedded":false,"savedQueries":{"community":[],"user":[]}}">
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"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:38.761Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:54:38.761Z
|
click
|
review
|
rule
|
2025-05-02T03:54:38.761Z
|
train
| 900 |
2025-05-02T03:54:38.761Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
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{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "vans shoes women"
}
],
"cart_items": [
{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1J7DDN"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "7"
},
{
"Color": "Canvas Sepia Rose"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""},
{"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""},
{"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:54:38.761Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 900,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:38.761Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:39.827Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:54:39.827Z
|
click
|
review
|
rule
|
2025-05-02T03:54:39.827Z
|
train
| 901 |
2025-05-02T03:54:39.827Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "vans shoes women"
}
],
"cart_items": [
{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1J7DDN"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "7"
},
{
"Color": "Canvas Sepia Rose"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""},
{"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""},
{"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:54:39.827Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 901,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:39.827Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:42.045Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:54:42.045Z
|
click
|
review
|
rule
|
2025-05-02T03:54:42.045Z
|
train
| 902 |
2025-05-02T03:54:42.045Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "vans shoes women"
}
],
"cart_items": [
{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1J7DDN"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "7"
},
{
"Color": "Canvas Sepia Rose"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""},
{"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""},
{"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:54:42.045Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 902,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:42.045Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", 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\"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:45.300Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:54:45.300Z
|
click
|
review
|
rule
|
2025-05-02T03:54:45.300Z
|
train
| 903 |
2025-05-02T03:54:45.300Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "vans shoes women"
}
],
"cart_items": [
{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1J7DDN"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "7"
},
{
"Color": "Canvas Sepia Rose"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""},
{"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""},
{"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:54:45.300Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 903,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:45.300Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:46.875Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:54:46.875Z
|
click
|
review
|
rule
|
2025-05-02T03:54:46.875Z
|
train
| 904 |
2025-05-02T03:54:46.875Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "vans shoes women"
}
],
"cart_items": [
{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1J7DDN"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "7"
},
{
"Color": "Canvas Sepia Rose"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""},
{"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""},
{"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:54:46.875Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 904,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", 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\"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:54:46.875Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:56:01.559Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:56:01.559Z
|
click
|
product_option
|
rule
|
2025-05-02T03:56:01.559Z
|
train
| 905 |
2025-05-02T03:56:01.559Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
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{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "vans shoes women"
}
],
"cart_items": [
{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1J7DDN"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "7"
},
{
"Color": "Canvas Sepia Rose"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""},
{"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""},
{"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:56:01.559Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 905,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:56:01.559Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": 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\"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:56:18.459Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:56:18.459Z
|
click
|
review
|
rule
|
2025-05-02T03:56:18.459Z
|
train
| 906 |
2025-05-02T03:56:18.459Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "vans shoes women"
}
],
"cart_items": [
{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1J7DDN"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "7"
},
{
"Color": "Canvas Sepia Rose"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""},
{"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""},
{"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:56:18.459Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 906,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", 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\"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:56:18.459Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:57:22.247Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:57:22.247Z
|
purchase
|
B0DJ1J7DDN
|
rule
|
2025-05-02T03:57:22.247Z
|
train
| 907 |
2025-05-02T03:57:22.247Z
|
purchase
|
B0DJ1J7DDN
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "vans shoes women"
}
],
"cart_items": [
{"title": "MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\uff08Black.US6\uff09", "asin": "B0DRY4ZXBM", "price": "$21.49", "quantity": "1"}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1J7DDN"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "7"
},
{
"Color": "Canvas Sepia Rose"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)", "asin": "B0CP7387NS", "price": "$21.99", "quantity": ""},
{"title": "adidas Originals womens Forum Bold", "asin": "B09FVHBHC7", "price": "$49.21", "quantity": ""},
{"title": "Reebok Unisex-Adult Campio Xt Sneaker", "asin": "B0D6ZKN1MC", "price": "$65.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)", "asin": "B07YKD812X", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:57:22.247Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0DJ1J7DDN</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0DJ1J7DDN</answer_argument>",
"index": 907,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"vans shoes women\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"MEFOUND Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\\uff08Black.US6\\uff09\", \"asin\": \"B0DRY4ZXBM\", \"price\": \"$21.49\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"7\"\n},\n {\n \"Color\": \"Canvas Sepia Rose\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Grey,9)\", \"asin\": \"B0CP7387NS\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"adidas Originals womens Forum Bold\", \"asin\": \"B09FVHBHC7\", \"price\": \"$49.21\", \"quantity\": \"\"},\n {\"title\": \"Reebok Unisex-Adult Campio Xt Sneaker\", \"asin\": \"B0D6ZKN1MC\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Grey Dot 07)\", \"asin\": \"B07YKD812X\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:57:22.247Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:09:15.391Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T01:09:15.391Z
|
click
|
nav_bar
|
rule
|
2025-05-05T01:09:15.391Z
|
train
| 908 |
2025-05-05T01:09:15.391Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
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{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T01:09:15.391Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"index": 908,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:09:15.391Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"\n},\n {\n \"price\": \"$21.49\"\n},\n {\n \"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"\n},\n {\n \"asin\": \"B0DRY4ZXBM\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"DREAM PAIRS Loafers for Women Casual Comfortable Slip On Flat Lightweight Leisure Work Shoe Comfort Walking Shoes,Size 6.5,Black-Pu,DWUMSP2501\", \"asin\": \"B0DLW6YY67\", \"price\": \"$34.19\", \"quantity\": \"\"},\n {\"title\": \"Vespiero Loafers for Women Comfortable Slip on Work Flats Shoes Womens Dressy Casual Walking Shoes Beige Knit Fabric Size 9\", \"asin\": \"B0D4V9BNVX\", \"price\": \"$35.14\", \"quantity\": \"\"},\n {\"title\": \"ABEJOJO Women's Loafer Shoes, Comfortable Slip on Casual Flat Penny Shoes for Walking, Driving, Dressy (Black PU 6.5)\", \"asin\": \"B0DPTDJ7Q1\", \"price\": \"$34.19\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats Black Velvet 7\", \"asin\": \"B0B916CFW8\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"BGSTGUDS Women's Wide Loafers Shoes Cute Dressy Shoes Ladies Comfort Slip Ons Work Shoes, Black, Size 11W\", \"asin\": \"B0BM5LNQNS\", \"price\": \"$33.19\", \"quantity\": \"\"},\n {\"title\": \"Gasfly Women's Business Loafers Work Casual Flats Shoes Comfortable & Lightweight Penny Shoes PU Leather Slip On Walking Shoes\", \"asin\": \"B0D8424VZ6\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"Ecetana Womens Flats Shoes Dressy: Round Toe Bowknot Suede Foldable Comfortable Casual Slip On Ballet Loafers Black\", \"asin\": \"B0DS5GGRZ9\", \"price\": \"$19.70\", \"quantity\": \"\"},\n {\"title\": \"Vespiero Loafers for Women Comfortable Slip on Work Flats Shoes Womens Dressy Casual Walking Shoes Navy Blue Knit Fabric Size 8\", \"asin\": \"B0D4V8RZMM\", \"price\": \"$35.14\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Loafers for Women Casual Comfortable Slip On Flat Lightweight Leisure Work Shoe Comfort Walking Shoes,Size 9.5,Black-Suede,DWUMSP2501\", \"asin\": \"B0DLW55WB9\", \"price\": \"$34.19\", \"quantity\": \"\"},\n {\"title\": \"HEAWISH Women's Black Loafers Floral Ballet Flats Shoes,Pu Leather Dress Shoes with Heel Comfortable Slip on Loafer(Black,US7)\", \"asin\": \"B0CTZV623P\", \"price\": \"$25.10\", \"quantity\": \"\"},\n {\"title\": \"Gasfly Women's Business Loafers Work Casual Flats Shoes Comfortable & Lightweight Penny Shoes PU Leather Slip On Walking Shoes\", \"asin\": \"B0D8424VZ6\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Lightweight Knitted Loafers Casual Flat Shoes Comfortable Boat Shoes Flat Bottomed Breathable Shoes-Brown-8\", \"asin\": \"B0DC2SW5FD\", \"price\": \"$29.69\", \"quantity\": \"\"},\n {\"title\": \"Ortho+rest Women Orthopedic Dress Shoes Bunions Loafers Slip On Orthotic Shoes (7.5,Black PU)\", \"asin\": \"B0CMXDKF9J\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"VenusCelia Women's Serenity Breathable Lace Upper Flat (6.5 M US,Black)\", \"asin\": \"B0CPVQCPR3\", \"price\": \"$35.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:09:27.451Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T01:09:27.451Z
|
click
|
product_option
|
rule
|
2025-05-05T01:09:27.451Z
|
train
| 909 |
2025-05-05T01:09:27.451Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
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{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"product_details": [
{
"title": "Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office"
},
{
"price": "$21.49"
},
{
"bullet_list": "PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion."
},
{
"asin": "B0DRY4ZXBM"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5"
},
{
"Color": "Black"
}
],
"promotion_items": [
{"title": "DREAM PAIRS Loafers for Women Casual Comfortable Slip On Flat Lightweight Leisure Work Shoe Comfort Walking Shoes,Size 6.5,Black-Pu,DWUMSP2501", "asin": "B0DLW6YY67", "price": "$34.19", "quantity": ""},
{"title": "Vespiero Loafers for Women Comfortable Slip on Work Flats Shoes Womens Dressy Casual Walking Shoes Beige Knit Fabric Size 9", "asin": "B0D4V9BNVX", "price": "$35.14", "quantity": ""},
{"title": "ABEJOJO Women's Loafer Shoes, Comfortable Slip on Casual Flat Penny Shoes for Walking, Driving, Dressy (Black PU 6.5)", "asin": "B0DPTDJ7Q1", "price": "$34.19", "quantity": ""},
{"title": "DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats Black Velvet 7", "asin": "B0B916CFW8", "price": "$37.99", "quantity": ""},
{"title": "BGSTGUDS Women's Wide Loafers Shoes Cute Dressy Shoes Ladies Comfort Slip Ons Work Shoes, Black, Size 11W", "asin": "B0BM5LNQNS", "price": "$33.19", "quantity": ""},
{"title": "Gasfly Women's Business Loafers Work Casual Flats Shoes Comfortable & Lightweight Penny Shoes PU Leather Slip On Walking Shoes", "asin": "B0D8424VZ6", "price": "$45.99", "quantity": ""},
{"title": "Ecetana Womens Flats Shoes Dressy: Round Toe Bowknot Suede Foldable Comfortable Casual Slip On Ballet Loafers Black", "asin": "B0DS5GGRZ9", "price": "$19.70", "quantity": ""},
{"title": "Vespiero Loafers for Women Comfortable Slip on Work Flats Shoes Womens Dressy Casual Walking Shoes Navy Blue Knit Fabric Size 8", "asin": "B0D4V8RZMM", "price": "$35.14", "quantity": ""},
{"title": "DREAM PAIRS Loafers for Women Casual Comfortable Slip On Flat Lightweight Leisure Work Shoe Comfort Walking Shoes,Size 9.5,Black-Suede,DWUMSP2501", "asin": "B0DLW55WB9", "price": "$34.19", "quantity": ""},
{"title": "HEAWISH Women's Black Loafers Floral Ballet Flats Shoes,Pu Leather Dress Shoes with Heel Comfortable Slip on Loafer(Black,US7)", "asin": "B0CTZV623P", "price": "$25.10", "quantity": ""},
{"title": "Gasfly Women's Business Loafers Work Casual Flats Shoes Comfortable & Lightweight Penny Shoes PU Leather Slip On Walking Shoes", "asin": "B0D8424VZ6", "price": "$45.99", "quantity": ""},
{"title": "Women's Lightweight Knitted Loafers Casual Flat Shoes Comfortable Boat Shoes Flat Bottomed Breathable Shoes-Brown-8", "asin": "B0DC2SW5FD", "price": "$29.69", "quantity": ""},
{"title": "Ortho+rest Women Orthopedic Dress Shoes Bunions Loafers Slip On Orthotic Shoes (7.5,Black PU)", "asin": "B0CMXDKF9J", "price": "$59.99", "quantity": ""},
{"title": "VenusCelia Women's Serenity Breathable Lace Upper Flat (6.5 M US,Black)", "asin": "B0CPVQCPR3", "price": "$35.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T01:09:27.451Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 909,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"\n},\n {\n \"price\": \"$21.49\"\n},\n {\n \"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"\n},\n {\n \"asin\": \"B0DRY4ZXBM\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"DREAM PAIRS Loafers for Women Casual Comfortable Slip On Flat Lightweight Leisure Work Shoe Comfort Walking Shoes,Size 6.5,Black-Pu,DWUMSP2501\", \"asin\": \"B0DLW6YY67\", \"price\": \"$34.19\", \"quantity\": \"\"},\n {\"title\": \"Vespiero Loafers for Women Comfortable Slip on Work Flats Shoes Womens Dressy Casual Walking Shoes Beige Knit Fabric Size 9\", \"asin\": \"B0D4V9BNVX\", \"price\": \"$35.14\", \"quantity\": \"\"},\n {\"title\": \"ABEJOJO Women's Loafer Shoes, Comfortable Slip on Casual Flat Penny Shoes for Walking, Driving, Dressy (Black PU 6.5)\", \"asin\": \"B0DPTDJ7Q1\", \"price\": \"$34.19\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats Black Velvet 7\", \"asin\": \"B0B916CFW8\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"BGSTGUDS Women's Wide Loafers Shoes Cute Dressy Shoes Ladies Comfort Slip Ons Work Shoes, Black, Size 11W\", \"asin\": \"B0BM5LNQNS\", \"price\": \"$33.19\", \"quantity\": \"\"},\n {\"title\": \"Gasfly Women's Business Loafers Work Casual Flats Shoes Comfortable & Lightweight Penny Shoes PU Leather Slip On Walking Shoes\", \"asin\": \"B0D8424VZ6\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"Ecetana Womens Flats Shoes Dressy: Round Toe Bowknot Suede Foldable Comfortable Casual Slip On Ballet Loafers Black\", \"asin\": \"B0DS5GGRZ9\", \"price\": \"$19.70\", \"quantity\": \"\"},\n {\"title\": \"Vespiero Loafers for Women Comfortable Slip on Work Flats Shoes Womens Dressy Casual Walking Shoes Navy Blue Knit Fabric Size 8\", \"asin\": \"B0D4V8RZMM\", \"price\": \"$35.14\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Loafers for Women Casual Comfortable Slip On Flat Lightweight Leisure Work Shoe Comfort Walking Shoes,Size 9.5,Black-Suede,DWUMSP2501\", \"asin\": \"B0DLW55WB9\", \"price\": \"$34.19\", \"quantity\": \"\"},\n {\"title\": \"HEAWISH Women's Black Loafers Floral Ballet Flats Shoes,Pu Leather Dress Shoes with Heel Comfortable Slip on Loafer(Black,US7)\", \"asin\": \"B0CTZV623P\", \"price\": \"$25.10\", \"quantity\": \"\"},\n {\"title\": \"Gasfly Women's Business Loafers Work Casual Flats Shoes Comfortable & Lightweight Penny Shoes PU Leather Slip On Walking Shoes\", \"asin\": \"B0D8424VZ6\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Lightweight Knitted Loafers Casual Flat Shoes Comfortable Boat Shoes Flat Bottomed Breathable Shoes-Brown-8\", \"asin\": \"B0DC2SW5FD\", \"price\": \"$29.69\", \"quantity\": \"\"},\n {\"title\": \"Ortho+rest Women Orthopedic Dress Shoes Bunions Loafers Slip On Orthotic Shoes (7.5,Black PU)\", \"asin\": \"B0CMXDKF9J\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"VenusCelia Women's Serenity Breathable Lace Upper Flat (6.5 M US,Black)\", \"asin\": \"B0CPVQCPR3\", \"price\": \"$35.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:09:27.451Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+tops\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0DSG2LCX2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal\", \"asin\": \"B0BR8QQKY4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:57:05.985Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T01:57:05.985Z
|
click
|
review
|
rule
|
2025-05-05T01:57:05.985Z
|
train
| 910 |
2025-05-05T01:57:05.985Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
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{"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+tops"
}
],
"product_details": [
{
"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"
},
{
"price": "$14.99"
},
{
"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."
},
{
"asin": "B0DSG2LCX2"
}
],
"product_quantity": [
{
"quantity": "1 "
}
],
"product_options": [
{
"Size": "XX-Small"
},
{
"Color": "5288_navy Blue"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$45.46", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""},
{"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""},
{"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""},
{"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""},
{"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""},
{"title": "Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal", "asin": "B0BR8QQKY4", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""},
{"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""},
{"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""},
{"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""},
{"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T01:57:05.985Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 910,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+tops\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0DSG2LCX2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal\", \"asin\": \"B0BR8QQKY4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:57:05.985Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": 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\"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", 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This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+tops\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0DSG2LCX2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal\", \"asin\": \"B0BR8QQKY4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:57:42.808Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T01:57:42.808Z
|
click
|
product_option
|
rule
|
2025-05-05T01:57:42.808Z
|
train
| 911 |
2025-05-05T01:57:42.808Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+tops"
}
],
"product_details": [
{
"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"
},
{
"price": "$14.99"
},
{
"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."
},
{
"asin": "B0DSG2LCX2"
}
],
"product_quantity": [
{
"quantity": "1 "
}
],
"product_options": [
{
"Size": "XX-Small"
},
{
"Color": "5288_navy Blue"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$45.46", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""},
{"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""},
{"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""},
{"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""},
{"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""},
{"title": "Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal", "asin": "B0BR8QQKY4", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""},
{"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""},
{"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""},
{"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""},
{"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T01:57:42.808Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 911,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+tops\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0DSG2LCX2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal\", \"asin\": \"B0BR8QQKY4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:57:42.808Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": 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\"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+tops\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0DSG2LCX2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal\", \"asin\": \"B0BR8QQKY4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:57:43.855Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T01:57:43.855Z
|
click
|
product_option
|
rule
|
2025-05-05T01:57:43.855Z
|
train
| 912 |
2025-05-05T01:57:43.855Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+tops"
}
],
"product_details": [
{
"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"
},
{
"price": "$14.99"
},
{
"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."
},
{
"asin": "B0DSG2LCX2"
}
],
"product_quantity": [
{
"quantity": "1 "
}
],
"product_options": [
{
"Size": "XX-Small"
},
{
"Color": "5288_navy Blue"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$45.46", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""},
{"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""},
{"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""},
{"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""},
{"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""},
{"title": "Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal", "asin": "B0BR8QQKY4", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""},
{"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""},
{"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""},
{"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket", "asin": "B0CZHTPNJG", "price": "$22.99", "quantity": ""},
{"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T01:57:43.855Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 912,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": 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\"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+tops\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0DSG2LCX2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Odosalii Womens Blouses,Business Casual Outfits V Neck Long Sleeve Shirts Button Down Three Quarter Sleeves Blouse Professional Work Shirts Spring Clothes Tops Teal\", \"asin\": \"B0BR8QQKY4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Linen Shirts for Womens Button Down Shirts Casual Long Sleeve Dressy Shirt Collared Work Blouse Tops with Pocket\", \"asin\": \"B0CZHTPNJG\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:57:43.855Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+tops\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0C3799399\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL\", \"asin\": \"B0D3Z8MHRV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium\", \"asin\": \"B09VXWF77G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L\", \"asin\": \"B08P2RJ7F9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White\", \"asin\": \"B0CKPJLHDR\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S\", \"asin\": \"B0D7LYY33W\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue\", \"asin\": \"B08P762M71\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS\", \"asin\": \"B0D3ZC5TGN\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXQHW9Y\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large\", \"asin\": \"B09VXZ7Y6L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops\", \"asin\": \"B0DKBXCNGX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink\", \"asin\": \"B0B9VZZD4F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L\", \"asin\": \"B0D3Z8VKKV\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:59:40.164Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T01:59:40.164Z
|
click
|
review
|
rule
|
2025-05-05T01:59:40.164Z
|
train
| 913 |
2025-05-05T01:59:40.164Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
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{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+tops"
}
],
"product_details": [
{
"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"
},
{
"price": "$14.99"
},
{
"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."
},
{
"asin": "B0C3799399"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "XX-Small"
},
{
"Color": "5288_navy Blue"
}
],
"promotion_items": [
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL", "asin": "B0D3Z8MHRV", "price": "$25.99", "quantity": ""},
{"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium", "asin": "B09VXWF77G", "price": "$24.99", "quantity": ""},
{"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""},
{"title": "J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White", "asin": "B0CKPJLHDR", "price": "$18.99", "quantity": ""},
{"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""},
{"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""},
{"title": "Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue", "asin": "B08P762M71", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS", "asin": "B0D3ZC5TGN", "price": "$23.99", "quantity": ""},
{"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""},
{"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXQHW9Y", "price": "$17.98", "quantity": ""},
{"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""},
{"title": "Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops", "asin": "B0DKBXCNGX", "price": "$18.99", "quantity": ""},
{"title": "DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink", "asin": "B0B9VZZD4F", "price": "$35.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L", "asin": "B0D3Z8VKKV", "price": "$24.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T01:59:40.164Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 913,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+tops\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0C3799399\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL\", \"asin\": \"B0D3Z8MHRV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium\", \"asin\": \"B09VXWF77G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L\", \"asin\": \"B08P2RJ7F9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White\", \"asin\": \"B0CKPJLHDR\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S\", \"asin\": \"B0D7LYY33W\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue\", \"asin\": \"B08P762M71\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS\", \"asin\": \"B0D3ZC5TGN\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXQHW9Y\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large\", \"asin\": \"B09VXZ7Y6L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops\", \"asin\": \"B0DKBXCNGX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink\", \"asin\": \"B0B9VZZD4F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L\", \"asin\": \"B0D3Z8VKKV\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:59:40.164Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+tops\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0C3799399\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL\", \"asin\": \"B0D3Z8MHRV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium\", \"asin\": \"B09VXWF77G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L\", \"asin\": \"B08P2RJ7F9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White\", \"asin\": \"B0CKPJLHDR\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S\", \"asin\": \"B0D7LYY33W\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue\", \"asin\": \"B08P762M71\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS\", \"asin\": \"B0D3ZC5TGN\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXQHW9Y\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large\", \"asin\": \"B09VXZ7Y6L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops\", \"asin\": \"B0DKBXCNGX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink\", \"asin\": \"B0B9VZZD4F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L\", \"asin\": \"B0D3Z8VKKV\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:59:44.271Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T01:59:44.271Z
|
click
|
product_option
|
rule
|
2025-05-05T01:59:44.271Z
|
train
| 914 |
2025-05-05T01:59:44.271Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
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{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
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{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
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{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
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{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
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{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+tops"
}
],
"product_details": [
{
"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"
},
{
"price": "$14.99"
},
{
"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."
},
{
"asin": "B0C3799399"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "XX-Small"
},
{
"Color": "5288_navy Blue"
}
],
"promotion_items": [
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL", "asin": "B0D3Z8MHRV", "price": "$25.99", "quantity": ""},
{"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium", "asin": "B09VXWF77G", "price": "$24.99", "quantity": ""},
{"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""},
{"title": "J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White", "asin": "B0CKPJLHDR", "price": "$18.99", "quantity": ""},
{"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""},
{"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""},
{"title": "Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue", "asin": "B08P762M71", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS", "asin": "B0D3ZC5TGN", "price": "$23.99", "quantity": ""},
{"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""},
{"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXQHW9Y", "price": "$17.98", "quantity": ""},
{"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""},
{"title": "Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops", "asin": "B0DKBXCNGX", "price": "$18.99", "quantity": ""},
{"title": "DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink", "asin": "B0B9VZZD4F", "price": "$35.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L", "asin": "B0D3Z8VKKV", "price": "$24.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T01:59:44.271Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 914,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+tops\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0C3799399\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL\", \"asin\": \"B0D3Z8MHRV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium\", \"asin\": \"B09VXWF77G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L\", \"asin\": \"B08P2RJ7F9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White\", \"asin\": \"B0CKPJLHDR\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S\", \"asin\": \"B0D7LYY33W\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue\", \"asin\": \"B08P762M71\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS\", \"asin\": \"B0D3ZC5TGN\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXQHW9Y\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large\", \"asin\": \"B09VXZ7Y6L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops\", \"asin\": \"B0DKBXCNGX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink\", \"asin\": \"B0B9VZZD4F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L\", \"asin\": \"B0D3Z8VKKV\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:59:44.271Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+tops\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0C3799399\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL\", \"asin\": \"B0D3Z8MHRV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium\", \"asin\": \"B09VXWF77G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L\", \"asin\": \"B08P2RJ7F9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White\", \"asin\": \"B0CKPJLHDR\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S\", \"asin\": \"B0D7LYY33W\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue\", \"asin\": \"B08P762M71\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS\", \"asin\": \"B0D3ZC5TGN\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXQHW9Y\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large\", \"asin\": \"B09VXZ7Y6L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops\", \"asin\": \"B0DKBXCNGX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink\", \"asin\": \"B0B9VZZD4F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L\", \"asin\": \"B0D3Z8VKKV\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:59:45.255Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T01:59:45.255Z
|
click
|
product_option
|
rule
|
2025-05-05T01:59:45.255Z
|
train
| 915 |
2025-05-05T01:59:45.255Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+tops"
}
],
"product_details": [
{
"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"
},
{
"price": "$14.99"
},
{
"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."
},
{
"asin": "B0C3799399"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "XX-Small"
},
{
"Color": "5288_navy Blue"
}
],
"promotion_items": [
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL", "asin": "B0D3Z8MHRV", "price": "$25.99", "quantity": ""},
{"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium", "asin": "B09VXWF77G", "price": "$24.99", "quantity": ""},
{"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""},
{"title": "J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White", "asin": "B0CKPJLHDR", "price": "$18.99", "quantity": ""},
{"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""},
{"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""},
{"title": "Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue", "asin": "B08P762M71", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS", "asin": "B0D3ZC5TGN", "price": "$23.99", "quantity": ""},
{"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""},
{"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXQHW9Y", "price": "$17.98", "quantity": ""},
{"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""},
{"title": "Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops", "asin": "B0DKBXCNGX", "price": "$18.99", "quantity": ""},
{"title": "DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink", "asin": "B0B9VZZD4F", "price": "$35.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L", "asin": "B0D3Z8VKKV", "price": "$24.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T01:59:45.255Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 915,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+tops\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0C3799399\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - All Pink XL\", \"asin\": \"B0D3Z8MHRV\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Stretch Regular Fit Solid Work Blouse Blue Medium\", \"asin\": \"B09VXWF77G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L\", \"asin\": \"B08P2RJ7F9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Dress Shirts Stretch Solid Work Blouse Collared Shirts for Business Office White\", \"asin\": \"B0CKPJLHDR\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S\", \"asin\": \"B0D7LYY33W\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Karlywindow Womens Long Sleeve Button Down Cotton Linen Shirt Blouse Loose Fit Casual V-Neck Tops Light Blue\", \"asin\": \"B08P762M71\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Baby Blue XS\", \"asin\": \"B0D3ZC5TGN\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXQHW9Y\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large\", \"asin\": \"B09VXZ7Y6L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Stamain Women Dress Shirts Long Sleeve Blue Button Down Regular Fit Formal Work Collared Blouses Royal Blue Wrinkle Free Stretchy Button Up Tops\", \"asin\": \"B0DKBXCNGX\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"DJT Womens Soft Stretchy Fabric Knit Button Down Shirts for Women Roll Up Long Sleeve Plaid Shirt Tops Small Blue-Pink\", \"asin\": \"B0B9VZZD4F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - Dusty Pink L\", \"asin\": \"B0D3Z8VKKV\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:59:45.255Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": 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\"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+tops\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0DSG2LCX2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L\", \"asin\": \"B08P2RJ7F9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large\", \"asin\": \"B09VXZ7Y6L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Satin Blouses for Women Silk Button Down Shirts Casual Long Sleeve Shirt Business Office Work Tunic Tops Coffee Medium\", \"asin\": \"B0DDPRCRF1\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse\", \"asin\": \"B0C5R2L633\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S\", \"asin\": \"B0D7LYY33W\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Ruisin Women's Dressy Long Sleeve Button-Down Shirt, Wrinkle-Free Work Blouse, Wine Red - Size M\", \"asin\": \"B09K3M35ZP\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S\", \"asin\": \"B0DQ1D9W9D\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)\", \"asin\": \"B07PCJVF6D\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:59:49.891Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T01:59:49.891Z
|
purchase
|
B0DSG2LCX2
|
rule
|
2025-05-05T01:59:49.891Z
|
train
| 916 |
2025-05-05T01:59:49.891Z
|
purchase
|
B0DSG2LCX2
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+tops"
}
],
"product_details": [
{
"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"
},
{
"price": "$14.99"
},
{
"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."
},
{
"asin": "B0DSG2LCX2"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "XX-Small"
},
{
"Color": "5288_navy Blue"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$45.46", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""},
{"title": "Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L", "asin": "B08P2RJ7F9", "price": "$19.99", "quantity": ""},
{"title": "J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large", "asin": "B09VXZ7Y6L", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Satin Blouses for Women Silk Button Down Shirts Casual Long Sleeve Shirt Business Office Work Tunic Tops Coffee Medium", "asin": "B0DDPRCRF1", "price": "$24.99", "quantity": ""},
{"title": "Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse", "asin": "B0C5R2L633", "price": "$26.99", "quantity": ""},
{"title": "Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S", "asin": "B0D7LYY33W", "price": "$23.99", "quantity": ""},
{"title": "Ruisin Women's Dressy Long Sleeve Button-Down Shirt, Wrinkle-Free Work Blouse, Wine Red - Size M", "asin": "B09K3M35ZP", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""},
{"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium", "asin": "B0D6YQHJP3", "price": "$22.99", "quantity": ""},
{"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S", "asin": "B0DQ1D9W9D", "price": "$24.99", "quantity": ""},
{"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$25.98", "quantity": ""},
{"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T01:59:49.891Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0DSG2LCX2</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0DSG2LCX2</answer_argument>",
"index": 916,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+tops\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0DSG2LCX2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Shirts Long Sleeve Regular Fit Basic Simple Stretch Work Blouse Royal Blue L\", \"asin\": \"B08P2RJ7F9\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Shirt Long Sleeve Work Dress Shirts, V Neck Easy Care Stretchy Business Casual Blouses for Women Blue Large\", \"asin\": \"B09VXZ7Y6L\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Satin Blouses for Women Silk Button Down Shirts Casual Long Sleeve Shirt Business Office Work Tunic Tops Coffee Medium\", \"asin\": \"B0DDPRCRF1\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse\", \"asin\": \"B0C5R2L633\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Aoudery Womens Oxford Shirts Button Down Shirts Cotton Dress Shirts Long Sleeve Collared Work Office Blouses Tunic Tops - Light Blue S\", \"asin\": \"B0D7LYY33W\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Ruisin Women's Dressy Long Sleeve Button-Down Shirt, Wrinkle-Free Work Blouse, Wine Red - Size M\", \"asin\": \"B09K3M35ZP\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts Slate Blue Medium\", \"asin\": \"B0D6YQHJP3\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S\", \"asin\": \"B0DQ1D9W9D\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)\", \"asin\": \"B07PCJVF6D\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T01:59:49.891Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"promotion_items\": [\n {\"title\": \"siliteelon Button Down Shirts for Women Short Sleeve Oxford Shirts Dress Shirts Cotton Collared Work Office Blouse Tops\", \"asin\": \"B0DT6P4TL2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Jessie Kidden Women's Quick Dry Sun UV Protection Convertible Long Sleeve Shirts for Hiking Camping Fishing Sailing\", \"asin\": \"B07QM4D6CH\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Womens 3/4 Sleeve Button Down Shirt Slim Fit Work Blouses Cotton Dress Shirts Office Tops\", \"asin\": \"B075H89VGL\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Minibee Women's 3/4 Sleeve Cotton Linen Jacquard Blouses Top T-Shirt\", \"asin\": \"B072FFW5VF\", \"price\": \"$25.49\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts\", \"asin\": \"B0D6YKCNYD\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Long Sleeve Stretch Dress Shirts Work Oxford Shirt Wrinkle Free Office Blouses\", \"asin\": \"B0DTP7MVL5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Stain Shield Dress Shirts Wrinkle Free Short Sleeve Solid Tops Blouses Button Down Shirts\", \"asin\": \"B0DTHXC7ZN\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Long Sleeve Slim fit Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses\", \"asin\": \"B0DKT557H3\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Dress Shirts Solid Long Sleeve Wrinkle Free Formal Collared Shirt Casual Business Blouse with Pocket\", \"asin\": \"B0DJ2FQF1W\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"DJT Womens Soft Stretchy Knit Plaid Shirts Roll Up Long Sleeve Collared Button Down Blouses Tops\", \"asin\": \"B0DHVH5Y7F\", \"price\": \"$32.29\", \"quantity\": \"\"},\n {\"title\": \"Tatuo 2 Pieces Fake Collar Detachable Collar for Women Shirts Dickey Half False Blouse Dickey\", \"asin\": \"B07GCC9H72\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"CHYRII Women's Casual Flannel Plaid Shacket Button Down Long Sleeve Shirt Jacket Coats with Pockets\", \"asin\": \"B0DG5L6Z7R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse\", \"asin\": \"B0BY8HHPT1\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Aoudery Women's Button Down Shirts Fitted Dress Shirts Collared Long Sleeve Wrinkle Free Blouse Formal Office Work Tunic Tops\", \"asin\": \"B0DCK45VM8\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Agnes Orinda Women's Plus Size Sleeveless Top Summer Casual Office Button Down Tank Tops Shirts\", \"asin\": \"B0D4Q91DVQ\", \"price\": \"$30.99\", \"quantity\": \"\"},\n {\"title\": \"Hawaiian Shirts for Women Tropical Shirt Summer Beach Hawaii Button Down Short Sleeve Blouses Floral Tops Hawaii Outfits 2025\", \"asin\": \"B0DSBMGGYK\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"HOTEVE Women's Wrinkle-Resistant Smocked Cuffed Striped Button Shirt with Pocket Oversized Casual Boyfriend Blouse\", \"asin\": \"B0DNJNWPH8\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"JOGAL Women's Floral Blouse Casual Button Down Short Sleeve Aloha Hawaiian Shirt\", \"asin\": \"B0D5CYRZ1Q\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"XZQTIVE 3 Pack Women Belts For Jeans Dresses Pants Ladies Leather Waist Belt with Gold Buckle\", \"asin\": \"B0CLJFZRH2\", \"price\": \"$23.30\", \"quantity\": \"\"},\n {\"title\": \"BTFBM Women High Waist Palazzo Pants Casual Wide Leg Trousers Button Down Loose Work Office Business Suit Pant Pockets\", \"asin\": \"B0CP76PD7B\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"PRETTYGARDEN Women's Summer 2 Piece Outfits Sleeveless Matching Sets Button Down V Neck Vest Waistcoat and Pockets Shorts\", \"asin\": \"B0D17D7MGD\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Yoofoss Hooded Baby Towels for Newborn 2 Pack 100% Muslin Cotton Baby Bath Towel with Hood for Babies, Infant, Toddler and Kids, Large 32x32Inch, Soft and Absorbent Newborn Essential\", \"asin\": \"B09KRQ9SRL\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"\", \"price\": \"$36.90\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Button Down Shirts Long Sleeve Dress Shirts Wrinkle Free Collared Work Office Solid Blouses Corset Tops\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"JASGOOD Leather Skinny Women Belt Ladies Thin Waist Belts Plus Size Adjustable for Jeans Pants Dresses with Metal Buckle\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Vivilli Womens Ribbed Tank Top Zipper V Neck Dressy Casual Blouses Sleeveless Camisole Tops Work Tank Polo Shirts\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Tapata Women's Office Work Pencil Skirt Stretch High Waist Below Knee Bodycon for Business Casual\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"BTFBM Women's Sleeveless Sweater Vest 2025 Summer Crew Neck Ribbed Knit Lightweight Pullover Casual Loose Fit Tank Tops\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Gaharu Womens Summer Dressy Tank Top Sleeveless Business Casual Blouses Office Work Shirt\", \"asin\": \"\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Blooming Jelly Womens Summer Tank Top Sleeveless Business Casual Outfits 2025 Basic Loose Dressy Work Shirt\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:10:08.819Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:10:08.819Z
|
click
|
cart_side_bar
|
rule
|
2025-05-05T02:10:08.819Z
|
train
| 917 |
2025-05-05T02:10:08.819Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"},
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}
],
"promotion_items": [
{"title": "siliteelon Button Down Shirts for Women Short Sleeve Oxford Shirts Dress Shirts Cotton Collared Work Office Blouse Tops", "asin": "B0DT6P4TL2", "price": "$19.99", "quantity": ""},
{"title": "Jessie Kidden Women's Quick Dry Sun UV Protection Convertible Long Sleeve Shirts for Hiking Camping Fishing Sailing", "asin": "B07QM4D6CH", "price": "$34.99", "quantity": ""},
{"title": "HOTOUCH Womens 3/4 Sleeve Button Down Shirt Slim Fit Work Blouses Cotton Dress Shirts Office Tops", "asin": "B075H89VGL", "price": "$27.99", "quantity": ""},
{"title": "Minibee Women's 3/4 Sleeve Cotton Linen Jacquard Blouses Top T-Shirt", "asin": "B072FFW5VF", "price": "$25.49", "quantity": ""},
{"title": "siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts", "asin": "B0D6YKCNYD", "price": "$19.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Long Sleeve Stretch Dress Shirts Work Oxford Shirt Wrinkle Free Office Blouses", "asin": "B0DTP7MVL5", "price": "$19.99", "quantity": ""},
{"title": "siliteelon Womens Stain Shield Dress Shirts Wrinkle Free Short Sleeve Solid Tops Blouses Button Down Shirts", "asin": "B0DTHXC7ZN", "price": "", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Long Sleeve Slim fit Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses", "asin": "B0DKT557H3", "price": "", "quantity": ""},
{"title": "J.VER Womens Button Down Dress Shirts Solid Long Sleeve Wrinkle Free Formal Collared Shirt Casual Business Blouse with Pocket", "asin": "B0DJ2FQF1W", "price": "", "quantity": ""},
{"title": "DJT Womens Soft Stretchy Knit Plaid Shirts Roll Up Long Sleeve Collared Button Down Blouses Tops", "asin": "B0DHVH5Y7F", "price": "$32.29", "quantity": ""},
{"title": "Tatuo 2 Pieces Fake Collar Detachable Collar for Women Shirts Dickey Half False Blouse Dickey", "asin": "B07GCC9H72", "price": "$15.99", "quantity": ""},
{"title": "CHYRII Women's Casual Flannel Plaid Shacket Button Down Long Sleeve Shirt Jacket Coats with Pockets", "asin": "B0DG5L6Z7R", "price": "$29.99", "quantity": ""},
{"title": "YAMANMAN Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse", "asin": "B0BY8HHPT1", "price": "$26.99", "quantity": ""},
{"title": "Aoudery Women's Button Down Shirts Fitted Dress Shirts Collared Long Sleeve Wrinkle Free Blouse Formal Office Work Tunic Tops", "asin": "B0DCK45VM8", "price": "$25.99", "quantity": ""},
{"title": "Agnes Orinda Women's Plus Size Sleeveless Top Summer Casual Office Button Down Tank Tops Shirts", "asin": "B0D4Q91DVQ", "price": "$30.99", "quantity": ""},
{"title": "Hawaiian Shirts for Women Tropical Shirt Summer Beach Hawaii Button Down Short Sleeve Blouses Floral Tops Hawaii Outfits 2025", "asin": "B0DSBMGGYK", "price": "", "quantity": ""},
{"title": "HOTEVE Women's Wrinkle-Resistant Smocked Cuffed Striped Button Shirt with Pocket Oversized Casual Boyfriend Blouse", "asin": "B0DNJNWPH8", "price": "", "quantity": ""},
{"title": "JOGAL Women's Floral Blouse Casual Button Down Short Sleeve Aloha Hawaiian Shirt", "asin": "B0D5CYRZ1Q", "price": "", "quantity": ""},
{"title": "XZQTIVE 3 Pack Women Belts For Jeans Dresses Pants Ladies Leather Waist Belt with Gold Buckle", "asin": "B0CLJFZRH2", "price": "$23.30", "quantity": ""},
{"title": "BTFBM Women High Waist Palazzo Pants Casual Wide Leg Trousers Button Down Loose Work Office Business Suit Pant Pockets", "asin": "B0CP76PD7B", "price": "$38.99", "quantity": ""},
{"title": "PRETTYGARDEN Women's Summer 2 Piece Outfits Sleeveless Matching Sets Button Down V Neck Vest Waistcoat and Pockets Shorts", "asin": "B0D17D7MGD", "price": "$48.99", "quantity": ""},
{"title": "Yoofoss Hooded Baby Towels for Newborn 2 Pack 100% Muslin Cotton Baby Bath Towel with Hood for Babies, Infant, Toddler and Kids, Large 32x32Inch, Soft and Absorbent Newborn Essential", "asin": "B09KRQ9SRL", "price": "$21.99", "quantity": ""},
{"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "", "price": "$36.90", "quantity": ""},
{"title": "siliteelon Women's Button Down Shirts Long Sleeve Dress Shirts Wrinkle Free Collared Work Office Solid Blouses Corset Tops", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "JASGOOD Leather Skinny Women Belt Ladies Thin Waist Belts Plus Size Adjustable for Jeans Pants Dresses with Metal Buckle", "asin": "", "price": "$21.99", "quantity": ""},
{"title": "EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Vivilli Womens Ribbed Tank Top Zipper V Neck Dressy Casual Blouses Sleeveless Camisole Tops Work Tank Polo Shirts", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "Tapata Women's Office Work Pencil Skirt Stretch High Waist Below Knee Bodycon for Business Casual", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "BTFBM Women's Sleeveless Sweater Vest 2025 Summer Crew Neck Ribbed Knit Lightweight Pullover Casual Loose Fit Tank Tops", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "Gaharu Womens Summer Dressy Tank Top Sleeveless Business Casual Blouses Office Work Shirt", "asin": "", "price": "$22.99", "quantity": ""},
{"title": "Blooming Jelly Womens Summer Tank Top Sleeveless Business Casual Outfits 2025 Basic Loose Dressy Work Shirt", "asin": "", "price": "$14.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:10:08.819Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"index": 917,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. 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Sleeve Button Down Shirt Slim Fit Work Blouses Cotton Dress Shirts Office Tops\", \"asin\": \"B075H89VGL\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Minibee Women's 3/4 Sleeve Cotton Linen Jacquard Blouses Top T-Shirt\", \"asin\": \"B072FFW5VF\", \"price\": \"$25.49\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Stain Shield Dress Shirts Wrinkle Free Long Sleeve Shirts Solid Work Business Button Down Shirts\", \"asin\": \"B0D6YKCNYD\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Long Sleeve Stretch Dress Shirts Work Oxford Shirt Wrinkle Free Office Blouses\", \"asin\": \"B0DTP7MVL5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Stain Shield Dress Shirts Wrinkle Free Short Sleeve Solid Tops Blouses Button Down Shirts\", \"asin\": \"B0DTHXC7ZN\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Long Sleeve Slim fit Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses\", \"asin\": \"B0DKT557H3\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Button Down Dress Shirts Solid Long Sleeve Wrinkle Free Formal Collared Shirt Casual Business Blouse with Pocket\", \"asin\": \"B0DJ2FQF1W\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"DJT Womens Soft Stretchy Knit Plaid Shirts Roll Up Long Sleeve Collared Button Down Blouses Tops\", \"asin\": \"B0DHVH5Y7F\", \"price\": \"$32.29\", \"quantity\": \"\"},\n {\"title\": \"Tatuo 2 Pieces Fake Collar Detachable Collar for Women Shirts Dickey Half False Blouse Dickey\", \"asin\": \"B07GCC9H72\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"CHYRII Women's Casual Flannel Plaid Shacket Button Down Long Sleeve Shirt Jacket Coats with Pockets\", \"asin\": \"B0DG5L6Z7R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Womens Button Down Shirt Long Sleeve Classic Collared Tops Work Office Casual Chiffon Blouse\", \"asin\": \"B0BY8HHPT1\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Aoudery Women's Button Down Shirts Fitted Dress Shirts Collared Long Sleeve Wrinkle Free Blouse Formal Office Work Tunic Tops\", \"asin\": \"B0DCK45VM8\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Agnes Orinda Women's Plus Size Sleeveless Top Summer Casual Office Button Down Tank Tops Shirts\", \"asin\": \"B0D4Q91DVQ\", \"price\": \"$30.99\", \"quantity\": \"\"},\n {\"title\": \"Hawaiian Shirts for Women Tropical Shirt Summer Beach Hawaii Button Down Short Sleeve Blouses Floral Tops Hawaii Outfits 2025\", \"asin\": \"B0DSBMGGYK\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"HOTEVE Women's Wrinkle-Resistant Smocked Cuffed Striped Button Shirt with Pocket Oversized Casual Boyfriend Blouse\", \"asin\": \"B0DNJNWPH8\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"JOGAL Women's Floral Blouse Casual Button Down Short Sleeve Aloha Hawaiian Shirt\", \"asin\": \"B0D5CYRZ1Q\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"XZQTIVE 3 Pack Women Belts For Jeans Dresses Pants Ladies Leather Waist Belt with Gold Buckle\", \"asin\": \"B0CLJFZRH2\", \"price\": \"$23.30\", \"quantity\": \"\"},\n {\"title\": \"BTFBM Women High Waist Palazzo Pants Casual Wide Leg Trousers Button Down Loose Work Office Business Suit Pant Pockets\", \"asin\": \"B0CP76PD7B\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"PRETTYGARDEN Women's Summer 2 Piece Outfits Sleeveless Matching Sets Button Down V Neck Vest Waistcoat and Pockets Shorts\", \"asin\": \"B0D17D7MGD\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Yoofoss Hooded Baby Towels for Newborn 2 Pack 100% Muslin Cotton Baby Bath Towel with Hood for Babies, Infant, Toddler and Kids, Large 32x32Inch, Soft and Absorbent Newborn Essential\", \"asin\": \"B09KRQ9SRL\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"\", \"price\": \"$36.90\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Women's Button Down Shirts Long Sleeve Dress Shirts Wrinkle Free Collared Work Office Solid Blouses Corset Tops\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"JASGOOD Leather Skinny Women Belt Ladies Thin Waist Belts Plus Size Adjustable for Jeans Pants Dresses with Metal Buckle\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Vivilli Womens Ribbed Tank Top Zipper V Neck Dressy Casual Blouses Sleeveless Camisole Tops Work Tank Polo Shirts\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Tapata Women's Office Work Pencil Skirt Stretch High Waist Below Knee Bodycon for Business Casual\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"BTFBM Women's Sleeveless Sweater Vest 2025 Summer Crew Neck Ribbed Knit Lightweight Pullover Casual Loose Fit Tank Tops\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Gaharu Womens Summer Dressy Tank Top Sleeveless Business Casual Blouses Office Work Shirt\", \"asin\": \"\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Blooming Jelly Womens Summer Tank Top Sleeveless Business Casual Outfits 2025 Basic Loose Dressy Work Shirt\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:10:08.819Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": 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\"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"\n},\n {\n \"asin\": \"B0CN8H29FR\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Fit Type\": \"Short 28 Inches\"\n},\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"28\\\" Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:18.665Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:11:18.665Z
|
click
|
review
|
rule
|
2025-05-05T02:11:18.665Z
|
train
| 918 |
2025-05-05T02:11:18.665Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+pants"
}
],
"cart_items": [
{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"},
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}
],
"product_details": [
{
"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"
},
{
"price": "$39.99"
},
{
"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."
},
{
"asin": "B0CN8H29FR"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Fit Type": "Short 28 Inches"
},
{
"Size": "XX-Small"
},
{
"Color": "28\" Black"
}
],
"promotion_items": [
{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""},
{"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""},
{"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
{"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""},
{"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""},
{"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""},
{"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""},
{"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
{"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
{"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:11:18.665Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 918,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"\n},\n {\n \"asin\": \"B0CN8H29FR\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Fit Type\": \"Short 28 Inches\"\n},\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"28\\\" Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:18.665Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"\n},\n {\n \"asin\": \"B0CN8H29FR\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Fit Type\": \"Short 28 Inches\"\n},\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"28\\\" Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:20.419Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:11:20.419Z
|
click
|
cart_side_bar
|
rule
|
2025-05-05T02:11:20.419Z
|
train
| 919 |
2025-05-05T02:11:20.419Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
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{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+pants"
}
],
"cart_items": [
{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"},
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}
],
"product_details": [
{
"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"
},
{
"price": "$39.99"
},
{
"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."
},
{
"asin": "B0CN8H29FR"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Fit Type": "Short 28 Inches"
},
{
"Size": "XX-Small"
},
{
"Color": "28\" Black"
}
],
"promotion_items": [
{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""},
{"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""},
{"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
{"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""},
{"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""},
{"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""},
{"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""},
{"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
{"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
{"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:11:20.419Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"index": 919,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"\n},\n {\n \"asin\": \"B0CN8H29FR\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Fit Type\": \"Short 28 Inches\"\n},\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"28\\\" Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:20.419Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", 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\"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"\n},\n {\n \"price\": \"$19.99\"\n},\n {\n \"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"\n},\n {\n \"asin\": \"B07334PKW6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"White\"\n},\n {\n \"Size\": \"Small\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White\", \"asin\": \"B0D2ZCHSY6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYL4WBST\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top\", \"asin\": \"B0DWX1KJC8\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White\", \"asin\": \"B0CYLNX39L\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White\", \"asin\": \"B0DPMJ8W4L\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets (Small, White)\", \"asin\": \"B08X6VTMPS\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White\", \"asin\": \"B0D2ZS1YDL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White\", \"asin\": \"B0DPMJ8W4L\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYLM2G34\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top\", \"asin\": \"B0DWX6VZN3\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White\", \"asin\": \"B0CYLNX39L\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Basic Casual Shirt Tank Top Off White Small\", \"asin\": \"B0D9LM8L1L\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:36.307Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:11:36.307Z
|
click
|
quantity
|
rule
|
2025-05-05T02:11:36.307Z
|
train
| 920 |
2025-05-05T02:11:36.307Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"},
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}
],
"product_details": [
{
"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"
},
{
"price": "$19.99"
},
{
"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"
},
{
"asin": "B07334PKW6"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "White"
},
{
"Size": "Small"
}
],
"promotion_items": [
{"title": "YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White", "asin": "B0D2ZCHSY6", "price": "$19.99", "quantity": ""},
{"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""},
{"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYL4WBST", "price": "$19.99", "quantity": ""},
{"title": "HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top", "asin": "B0DWX1KJC8", "price": "$19.97", "quantity": ""},
{"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White", "asin": "B0CYLNX39L", "price": "$19.99", "quantity": ""},
{"title": "YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White", "asin": "B0DPMJ8W4L", "price": "$18.99", "quantity": ""},
{"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets (Small, White)", "asin": "B08X6VTMPS", "price": "$17.98", "quantity": ""},
{"title": "YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White", "asin": "B0D2ZS1YDL", "price": "$19.99", "quantity": ""},
{"title": "YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White", "asin": "B0DPMJ8W4L", "price": "$18.99", "quantity": ""},
{"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYLM2G34", "price": "$19.99", "quantity": ""},
{"title": "HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top", "asin": "B0DWX6VZN3", "price": "$19.97", "quantity": ""},
{"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White", "asin": "B0CYLNX39L", "price": "$19.99", "quantity": ""},
{"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""},
{"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Basic Casual Shirt Tank Top Off White Small", "asin": "B0D9LM8L1L", "price": "$19.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:11:36.307Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"index": 920,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"\n},\n {\n \"price\": \"$19.99\"\n},\n {\n \"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"\n},\n {\n \"asin\": \"B07334PKW6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"White\"\n},\n {\n \"Size\": \"Small\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White\", \"asin\": \"B0D2ZCHSY6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYL4WBST\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top\", \"asin\": \"B0DWX1KJC8\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White\", \"asin\": \"B0CYLNX39L\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White\", \"asin\": \"B0DPMJ8W4L\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets (Small, White)\", \"asin\": \"B08X6VTMPS\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White\", \"asin\": \"B0D2ZS1YDL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White\", \"asin\": \"B0DPMJ8W4L\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYLM2G34\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top\", \"asin\": \"B0DWX6VZN3\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White\", \"asin\": \"B0CYLNX39L\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Basic Casual Shirt Tank Top Off White Small\", \"asin\": \"B0D9LM8L1L\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:36.307Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": 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\"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"asin\": \"B07334PKW6\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"\n},\n {\n \"price\": \"$19.99\"\n},\n {\n \"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"\n},\n {\n \"asin\": \"B07334PKW6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Deep Pink\"\n},\n {\n \"Size\": \"Small\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White\", \"asin\": \"B0D2ZCHSY6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYL4WBST\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top\", \"asin\": \"B0DWX1KJC8\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White\", \"asin\": \"B0CYLNX39L\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White\", \"asin\": \"B0DPMJ8W4L\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets (Small, White)\", \"asin\": \"B08X6VTMPS\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White\", \"asin\": \"B0D2ZS1YDL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White\", \"asin\": \"B0DPMJ8W4L\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYLM2G34\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top\", \"asin\": \"B0DWX6VZN3\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White\", \"asin\": \"B0CYLNX39L\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Basic Casual Shirt Tank Top Off White Small\", \"asin\": \"B0D9LM8L1L\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:39.174Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:11:39.174Z
|
click
|
product_option
|
rule
|
2025-05-05T02:11:39.174Z
|
train
| 921 |
2025-05-05T02:11:39.174Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"asin": "B07334PKW6"},
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}
],
"product_details": [
{
"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"
},
{
"price": "$19.99"
},
{
"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"
},
{
"asin": "B07334PKW6"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Deep Pink"
},
{
"Size": "Small"
}
],
"promotion_items": [
{"title": "YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White", "asin": "B0D2ZCHSY6", "price": "$19.99", "quantity": ""},
{"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""},
{"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYL4WBST", "price": "$19.99", "quantity": ""},
{"title": "HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top", "asin": "B0DWX1KJC8", "price": "$19.97", "quantity": ""},
{"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White", "asin": "B0CYLNX39L", "price": "$19.99", "quantity": ""},
{"title": "YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White", "asin": "B0DPMJ8W4L", "price": "$18.99", "quantity": ""},
{"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets (Small, White)", "asin": "B08X6VTMPS", "price": "$17.98", "quantity": ""},
{"title": "YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White", "asin": "B0D2ZS1YDL", "price": "$19.99", "quantity": ""},
{"title": "YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White", "asin": "B0DPMJ8W4L", "price": "$18.99", "quantity": ""},
{"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYLM2G34", "price": "$19.99", "quantity": ""},
{"title": "HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top", "asin": "B0DWX6VZN3", "price": "$19.97", "quantity": ""},
{"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White", "asin": "B0CYLNX39L", "price": "$19.99", "quantity": ""},
{"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""},
{"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Basic Casual Shirt Tank Top Off White Small", "asin": "B0D9LM8L1L", "price": "$19.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:11:39.174Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 921,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"asin\": \"B07334PKW6\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"\n},\n {\n \"price\": \"$19.99\"\n},\n {\n \"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"\n},\n {\n \"asin\": \"B07334PKW6\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Deep Pink\"\n},\n {\n \"Size\": \"Small\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White\", \"asin\": \"B0D2ZCHSY6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYL4WBST\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top\", \"asin\": \"B0DWX1KJC8\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White\", \"asin\": \"B0CYLNX39L\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White\", \"asin\": \"B0DPMJ8W4L\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets (Small, White)\", \"asin\": \"B08X6VTMPS\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"YOUNIFIZ Women's Sleeveless Button Down Shirts Classic Collared Blouse Tops Basic Work Office Tank Tops 2024, White\", \"asin\": \"B0D2ZS1YDL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"YOUNIFIZ Womens Sleeveless Button Down Shirts Textured V Neck Solid 2025 Tank Tops Basic Loose Blouses Casual Office Shirt White\", \"asin\": \"B0DPMJ8W4L\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYLM2G34\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Womens Sleeveless Button Down Shirt Tops V Neck Business Casual Collared Blouses Tank Top\", \"asin\": \"B0DWX6VZN3\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops White\", \"asin\": \"B0CYLNX39L\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Basic Casual Shirt Tank Top Off White Small\", \"asin\": \"B0D9LM8L1L\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:39.174Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"asin\": \"B07334PKW6\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"\n},\n {\n \"price\": \"$19.99\"\n},\n {\n \"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"\n},\n {\n \"asin\": \"B0BZDKCQQ2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Deep Pink\"\n},\n {\n \"Size\": \"Small\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Blooming Jelly Womens Button Down Shirts 3/4 Sleeve Business Casual Tops Satin Silk Summer Clothes (Large, Turquoise)\", \"asin\": \"B0DRPCDGD5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Light Green\", \"asin\": \"B0BP1J5N9M\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYLJQQ63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Beyove Women's Casual Chiffon Scoop Neck Cuffed Sleeve Blouse Tops (Pink, Small\", \"asin\": \"B072MYSWDB\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops\", \"asin\": \"B0DS2G7F15\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"KINLONSAIR Women's Sleeveless Henley Tank Tops Ribbed V Neck Button Down T Shirts Summer Slim Fit Tee Tops Rose Pink\", \"asin\": \"B0BYHTGM78\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops\", \"asin\": \"B0DS2G7F15\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"KINLONSAIR Women's Sleeveless Henley Tank Tops Ribbed V Neck Button Down T Shirts Summer Slim Fit Tee Tops Rose Pink\", \"asin\": \"B0BYHTGM78\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"Chiffon Tops for Women Casual Sleeveless Round Neck Tops Flowy Summer Camisole Blouses Pink XX-Large\", \"asin\": \"B071K5GDJC\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Mawor Silk Satin Tank Top for Women Summer Camisole Tops 2025 Sleeveless Blouse Dressy Business Casual Shirt Trendy Cute Cami Outfits Bright Pink XL\", \"asin\": \"B0DZD3GHSF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Blooming Jelly Womens Button Down Shirts 3/4 Sleeve Business Casual Tops Satin Silk Summer Clothes (Large, Turquoise)\", \"asin\": \"B0DRPCDGD5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Light Green\", \"asin\": \"B0BP1J5N9M\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYLJQQ63\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:44.087Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:11:44.087Z
|
purchase
|
B0BZDKCQQ2
|
rule
|
2025-05-05T02:11:44.087Z
|
train
| 922 |
2025-05-05T02:11:44.087Z
|
purchase
|
B0BZDKCQQ2
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"asin": "B07334PKW6"},
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}
],
"product_details": [
{
"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"
},
{
"price": "$19.99"
},
{
"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"
},
{
"asin": "B0BZDKCQQ2"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Deep Pink"
},
{
"Size": "Small"
}
],
"promotion_items": [
{"title": "Blooming Jelly Womens Button Down Shirts 3/4 Sleeve Business Casual Tops Satin Silk Summer Clothes (Large, Turquoise)", "asin": "B0DRPCDGD5", "price": "$19.99", "quantity": ""},
{"title": "Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Light Green", "asin": "B0BP1J5N9M", "price": "$19.99", "quantity": ""},
{"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYLJQQ63", "price": "$19.99", "quantity": ""},
{"title": "Beyove Women's Casual Chiffon Scoop Neck Cuffed Sleeve Blouse Tops (Pink, Small", "asin": "B072MYSWDB", "price": "$14.99", "quantity": ""},
{"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops", "asin": "B0DS2G7F15", "price": "$19.99", "quantity": ""},
{"title": "Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small", "asin": "B0CB9PWR56", "price": "$14.99", "quantity": ""},
{"title": "KINLONSAIR Women's Sleeveless Henley Tank Tops Ribbed V Neck Button Down T Shirts Summer Slim Fit Tee Tops Rose Pink", "asin": "B0BYHTGM78", "price": "$14.97", "quantity": ""},
{"title": "YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops", "asin": "B0DS2G7F15", "price": "$19.99", "quantity": ""},
{"title": "KINLONSAIR Women's Sleeveless Henley Tank Tops Ribbed V Neck Button Down T Shirts Summer Slim Fit Tee Tops Rose Pink", "asin": "B0BYHTGM78", "price": "$14.97", "quantity": ""},
{"title": "Chiffon Tops for Women Casual Sleeveless Round Neck Tops Flowy Summer Camisole Blouses Pink XX-Large", "asin": "B071K5GDJC", "price": "$17.99", "quantity": ""},
{"title": "Mawor Silk Satin Tank Top for Women Summer Camisole Tops 2025 Sleeveless Blouse Dressy Business Casual Shirt Trendy Cute Cami Outfits Bright Pink XL", "asin": "B0DZD3GHSF", "price": "$19.99", "quantity": ""},
{"title": "Blooming Jelly Womens Button Down Shirts 3/4 Sleeve Business Casual Tops Satin Silk Summer Clothes (Large, Turquoise)", "asin": "B0DRPCDGD5", "price": "$19.99", "quantity": ""},
{"title": "Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Light Green", "asin": "B0BP1J5N9M", "price": "$19.99", "quantity": ""},
{"title": "YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White", "asin": "B0CYLJQQ63", "price": "$19.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:11:44.087Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0BZDKCQQ2</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0BZDKCQQ2</answer_argument>",
"index": 922,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": 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This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"asin\": \"B07334PKW6\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"\n},\n {\n \"price\": \"$19.99\"\n},\n {\n \"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"\n},\n {\n \"asin\": \"B0BZDKCQQ2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Deep Pink\"\n},\n {\n \"Size\": \"Small\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Blooming Jelly Womens Button Down Shirts 3/4 Sleeve Business Casual Tops Satin Silk Summer Clothes (Large, Turquoise)\", \"asin\": \"B0DRPCDGD5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Light Green\", \"asin\": \"B0BP1J5N9M\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYLJQQ63\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Beyove Women's Casual Chiffon Scoop Neck Cuffed Sleeve Blouse Tops (Pink, Small\", \"asin\": \"B072MYSWDB\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops\", \"asin\": \"B0DS2G7F15\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Rooscier Women's Collar V Neck Sleeveless Button Down Blouse Top Shirt with Pockets White Small\", \"asin\": \"B0CB9PWR56\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"KINLONSAIR Women's Sleeveless Henley Tank Tops Ribbed V Neck Button Down T Shirts Summer Slim Fit Tee Tops Rose Pink\", \"asin\": \"B0BYHTGM78\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirt Classic Collared Blouse Basic Tank Tops Work Office Chiffon Tops\", \"asin\": \"B0DS2G7F15\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"KINLONSAIR Women's Sleeveless Henley Tank Tops Ribbed V Neck Button Down T Shirts Summer Slim Fit Tee Tops Rose Pink\", \"asin\": \"B0BYHTGM78\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"Chiffon Tops for Women Casual Sleeveless Round Neck Tops Flowy Summer Camisole Blouses Pink XX-Large\", \"asin\": \"B071K5GDJC\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Mawor Silk Satin Tank Top for Women Summer Camisole Tops 2025 Sleeveless Blouse Dressy Business Casual Shirt Trendy Cute Cami Outfits Bright Pink XL\", \"asin\": \"B0DZD3GHSF\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Blooming Jelly Womens Button Down Shirts 3/4 Sleeve Business Casual Tops Satin Silk Summer Clothes (Large, Turquoise)\", \"asin\": \"B0DRPCDGD5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Light Green\", \"asin\": \"B0BP1J5N9M\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"YAMANMAN Women's Sleeveless Button Down Shirts Blouses Solid Casual Tank Top Loose V Neck Summer Top for Work White\", \"asin\": \"B0CYLJQQ63\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:11:44.087Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", 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\"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"\n},\n {\n \"asin\": \"B0CN8H29FR\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Fit Type\": \"Short 28 Inches\"\n},\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"28\\\" Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:13:13.431Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:13:13.431Z
|
click
|
review
|
rule
|
2025-05-05T02:13:13.431Z
|
train
| 923 |
2025-05-05T02:13:13.431Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+pants"
}
],
"cart_items": [
{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"},
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}
],
"product_details": [
{
"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"
},
{
"price": "$39.99"
},
{
"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."
},
{
"asin": "B0CN8H29FR"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Fit Type": "Short 28 Inches"
},
{
"Size": "XX-Small"
},
{
"Color": "28\" Black"
}
],
"promotion_items": [
{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""},
{"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""},
{"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
{"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""},
{"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""},
{"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""},
{"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""},
{"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
{"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
{"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:13:13.431Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 923,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"\n},\n {\n \"asin\": \"B0CN8H29FR\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Fit Type\": \"Short 28 Inches\"\n},\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"28\\\" Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:13:13.431Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"\n},\n {\n \"asin\": \"B0CN8H29FR\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Fit Type\": \"Short 28 Inches\"\n},\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"28\\\" Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:14:12.990Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:14:12.990Z
|
click
|
review
|
rule
|
2025-05-05T02:14:12.990Z
|
train
| 924 |
2025-05-05T02:14:12.990Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
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{"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+pants"
}
],
"cart_items": [
{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"},
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}
],
"product_details": [
{
"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"
},
{
"price": "$39.99"
},
{
"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."
},
{
"asin": "B0CN8H29FR"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Fit Type": "Short 28 Inches"
},
{
"Size": "XX-Small"
},
{
"Color": "28\" Black"
}
],
"promotion_items": [
{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""},
{"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""},
{"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
{"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""},
{"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""},
{"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""},
{"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""},
{"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
{"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
{"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:14:12.990Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 924,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": 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This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"\n},\n {\n \"asin\": \"B0CN8H29FR\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Fit Type\": \"Short 28 Inches\"\n},\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"28\\\" Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:14:12.990Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"\n},\n {\n \"asin\": \"B0CN8H29FR\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Fit Type\": \"Short 28 Inches\"\n},\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"28\\\" Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:14:37.031Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:14:37.031Z
|
click
|
review
|
rule
|
2025-05-05T02:14:37.031Z
|
train
| 925 |
2025-05-05T02:14:37.031Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+pants"
}
],
"cart_items": [
{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"},
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}
],
"product_details": [
{
"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"
},
{
"price": "$39.99"
},
{
"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."
},
{
"asin": "B0CN8H29FR"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Fit Type": "Short 28 Inches"
},
{
"Size": "XX-Small"
},
{
"Color": "28\" Black"
}
],
"promotion_items": [
{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""},
{"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""},
{"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
{"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""},
{"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""},
{"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""},
{"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""},
{"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
{"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
{"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:14:37.031Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 925,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"\n},\n {\n \"asin\": \"B0CN8H29FR\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Fit Type\": \"Short 28 Inches\"\n},\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"28\\\" Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:14:37.031Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"\n},\n {\n \"asin\": \"B0CN8H29FR\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Fit Type\": \"Short 28 Inches\"\n},\n {\n \"Size\": \"X-Small\"\n},\n {\n \"Color\": \"28\\\" Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:14:39.563Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:14:39.563Z
|
click
|
product_option
|
rule
|
2025-05-05T02:14:39.563Z
|
train
| 926 |
2025-05-05T02:14:39.563Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+pants"
}
],
"cart_items": [
{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"},
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}
],
"product_details": [
{
"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"
},
{
"price": "$39.99"
},
{
"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."
},
{
"asin": "B0CN8H29FR"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Fit Type": "Short 28 Inches"
},
{
"Size": "X-Small"
},
{
"Color": "28\" Black"
}
],
"promotion_items": [
{"title": "JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black", "asin": "B0DCVYHJ1N", "price": "$19.99", "quantity": ""},
{"title": "Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens", "asin": "B0DGWXJVQN", "price": "$26.99", "quantity": ""},
{"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
{"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""},
{"title": "Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey", "asin": "B0C38VPGCQ", "price": "$29.99", "quantity": ""},
{"title": "Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\",Black,Size XXL", "asin": "B07QVP7BZT", "price": "$40.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""},
{"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""},
{"title": "Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black", "asin": "B0BHNYWTJX", "price": "$41.99", "quantity": ""},
{"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
{"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:14:39.563Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 926,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": 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This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"\n},\n {\n \"asin\": \"B0CN8H29FR\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Fit Type\": \"Short 28 Inches\"\n},\n {\n \"Size\": \"X-Small\"\n},\n {\n \"Color\": \"28\\\" Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"JEKAOYI Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers Black\", \"asin\": \"B0DCVYHJ1N\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women Capri Pants Cotton Linen Elastic Waist Palazzo Boho Pants Casual Loose Comfy Crop Lightweight Vintage Printed Trousers with Pockets for Womens\", \"asin\": \"B0DGWXJVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Cotton Casual Military Cargo Combat Work Pants with 6 Pocket Blue Grey\", \"asin\": \"B0C38VPGCQ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yogipace,Belt Loops,Petite Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,27\\\",Black,Size XXL\", \"asin\": \"B07QVP7BZT\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Houmous S-XXL 29''31''33''35'' Inseam Women's Bootcut Dress Pants w/Pocket Stretch Work Lounge Pant Office Casual Pants Black\", \"asin\": \"B0BHNYWTJX\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:14:39.563Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"\n},\n {\n \"asin\": \"B0CN8S73JR\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Fit Type\": \"Short 28 Inches\"\n},\n {\n \"Size\": \"X-Small\"\n},\n {\n \"Color\": \"28\\\" Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7JJLCM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women Dress Pants Business Casual Straight Leg 30\\\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Medium)\", \"asin\": \"B0DF58WYB4\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Ewedoos Wide Leg Stretchy Work Pants Slacks for Women Business Casual Pants High Waisted Waffle 26''/28'' Dress Pants Black\", \"asin\": \"B0D93FXNMQ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Willit 31\\\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Black XL\", \"asin\": \"B09SPTLJ8K\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Yogipace,Belt Loops,Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,31\\\",Black,Size XL\", \"asin\": \"B07QYRRTS8\", \"price\": \"$42.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Work Slacks for Women Business Casual Yoga (Black)\", \"asin\": \"B0CB861G2X\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Ewedoos Wide Leg Stretchy Work Pants Slacks for Women Business Casual Pants High Waisted Waffle 26''/28'' Dress Pants Black\", \"asin\": \"B0D93FXNMQ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:14:51.695Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:14:51.695Z
|
purchase
|
B0CN8S73JR
|
rule
|
2025-05-05T02:14:51.695Z
|
train
| 927 |
2025-05-05T02:14:51.695Z
|
purchase
|
B0CN8S73JR
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+pants"
}
],
"cart_items": [
{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"},
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}
],
"product_details": [
{
"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office"
},
{
"price": "$39.99"
},
{
"bullet_list": "Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\u2019ll be reaching for these on repeat."
},
{
"asin": "B0CN8S73JR"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Fit Type": "Short 28 Inches"
},
{
"Size": "X-Small"
},
{
"Color": "28\" Black"
}
],
"promotion_items": [
{"title": "KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black", "asin": "B0CMZCW1M5", "price": "$23.39", "quantity": ""},
{"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7JJLCM", "price": "$34.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "Stelle Women Dress Pants Business Casual Straight Leg 30\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Medium)", "asin": "B0DF58WYB4", "price": "$36.99", "quantity": ""},
{"title": "Ewedoos Wide Leg Stretchy Work Pants Slacks for Women Business Casual Pants High Waisted Waffle 26''/28'' Dress Pants Black", "asin": "B0D93FXNMQ", "price": "$24.99", "quantity": ""},
{"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
{"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""},
{"title": "Willit 31\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Black XL", "asin": "B09SPTLJ8K", "price": "$39.99", "quantity": ""},
{"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7GZBSJ", "price": "$34.99", "quantity": ""},
{"title": "Yogipace,Belt Loops,Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,31\",Black,Size XL", "asin": "B07QYRRTS8", "price": "$42.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Work Slacks for Women Business Casual Yoga (Black)", "asin": "B0CB861G2X", "price": "$29.99", "quantity": ""},
{"title": "Ewedoos Wide Leg Stretchy Work Pants Slacks for Women Business Casual Pants High Waisted Waffle 26''/28'' Dress Pants Black", "asin": "B0D93FXNMQ", "price": "$24.99", "quantity": ""},
{"title": "DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black", "asin": "B0DN6RMJ8P", "price": "$19.99", "quantity": ""},
{"title": "Stelle Women's 30\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)", "asin": "B0CQ2MF5DQ", "price": "$33.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:14:51.695Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0CN8S73JR</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0CN8S73JR</answer_argument>",
"index": 927,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office\"\n},\n {\n \"price\": \"$39.99\"\n},\n {\n \"bullet_list\": \"Flattering Fit: Elevate your confidence with a pair of women's dress pants that pull their weight. Made with opaque, four-way stretch fabric, these boot-cut pants hug your body just enough to add a flattering contour from waist to thigh. We topped things off with carefully placed pockets for some extra curve without losing that professional look. Stretchy, Not See-Through: Welcome to the perfect blend of stretch and security. Take on your day confidently with our thick fabric that\\u2019s all comfort and no cling. Functional Pockets: Convenience is everything. Take your work game to the next level with front pockets that hold cards, cash, or your phone. Multiple Colors & Lengths: Go beyond the one-length black slacks. Women deserve options that suit their bodies and style, so we made them! Get these pants in your favorite size, length, and color for complete confidence every day. Professional Meets Comfortable: Look classy, feel comfy. These women\\u2019s dress pants have the best of both worlds. The faux fly and non-functional button keep things smooth, while the belt loops and pockets give you that go-getter look. Plus, the wrinkle-resistant fabric is so soft and convenient you\\u2019ll be reaching for these on repeat.\"\n},\n {\n \"asin\": \"B0CN8S73JR\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Fit Type\": \"Short 28 Inches\"\n},\n {\n \"Size\": \"X-Small\"\n},\n {\n \"Color\": \"28\\\" Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"KICZOY Women's Wide Leg High Waist Pants Loose Fit Back Elastic Waist Pleated Front Trousers for Work Casual Black\", \"asin\": \"B0CMZCW1M5\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7JJLCM\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women Dress Pants Business Casual Straight Leg 30\\\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Medium)\", \"asin\": \"B0DF58WYB4\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Ewedoos Wide Leg Stretchy Work Pants Slacks for Women Business Casual Pants High Waisted Waffle 26''/28'' Dress Pants Black\", \"asin\": \"B0D93FXNMQ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Willit 31\\\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Black XL\", \"asin\": \"B09SPTLJ8K\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7GZBSJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Yogipace,Belt Loops,Women's Flare Yoga Dress Pants Work Slacks Trousers,Back Pockets,31\\\",Black,Size XL\", \"asin\": \"B07QYRRTS8\", \"price\": \"$42.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Work Slacks for Women Business Casual Yoga (Black)\", \"asin\": \"B0CB861G2X\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Ewedoos Wide Leg Stretchy Work Pants Slacks for Women Business Casual Pants High Waisted Waffle 26''/28'' Dress Pants Black\", \"asin\": \"B0D93FXNMQ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"DLOODA Womens Bootcut Dress Pants Business Casual Work Pants with Pockets High Waist Stretchy Trousers Pull On Office Slacks Black\", \"asin\": \"B0DN6RMJ8P\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women's 30\\\" Flare Pants Bootcut Dress Work Slacks with Pockets Stretchy High Waisted Business Office(Black,L)\", \"asin\": \"B0CQ2MF5DQ\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:14:51.695Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers\"\n},\n {\n \"price\": \"$19.99\"\n},\n {\n \"bullet_list\": \"Superior Quality: Crafted with premium stretchy and breathable materials, which is suitable for more type of body. Soft and skin friendly fabric, more comfortable to wear. And these pants ensure durability and long-lasting wear. Comfortable Fit: Featuring a high waist and straight leg design, these pants offer a comfortable and flattering fit that contours to your body shape while providing freedom of movement. Stylish Details: With a chic decorative button-down design, practical 4 pockets, and a versatile design, these pants effortlessly transition from work attire to outdoor activities with ease. Versatile Wardrobe Essential: Perfect for various occasions, these pants are a versatile staple that can be dressed up or down with sweatshirts, tanks, suit etc. to suit your personal style and needs. Warm Tips: Hand wash or machine wash in a low temperature, and please refer to the size chart.\"\n},\n {\n \"asin\": \"B0DCVYHJ1N\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Size\": \"Small\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black\", \"asin\": \"B0CXTCCPS8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7HKWCJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Arach&Cloz Womens Black Dress Pants Work Office Ankle Trouser Business Casual Slacks High Wasited Buttoms with 4 Pockets M\", \"asin\": \"B0DL61Z89T\", \"price\": \"$16.39\", \"quantity\": \"\"},\n {\"title\": \"Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL\", \"asin\": \"B0BZRZQKN3\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women Dress Pants Business Casual Straight Leg 30\\\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Large)\", \"asin\": \"B0DF58DX8T\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"PINSV Women's High Waisted Stretchy Bootcut Pull On Dress Pants Casual Work Pants 3257 Black XL\", \"asin\": \"B09B759157\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Stretch Business Straight Leg Dress Pants with Pockets Wear to Work Casual Suitpants Dark Gray\", \"asin\": \"B0DRS8HR69\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"nuveti Women's High Waisted Boot Cut Yoga Pants 4 Pockets Workout Pants Tummy Control Women Bootleg Work Pants Dress Pants (DarkBlue, XX-Large)\", \"asin\": \"B089YKD629\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Willit 31\\\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Deep Brown L\", \"asin\": \"B0CKHPZJWK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"VONMELLI 3 Pack Women's Belts for Jeans Pants Fashion Gold Buckle Ladies Dress Belt Black Brown Beige S\", \"asin\": \"B0C1MQ9R45\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black\", \"asin\": \"B0CXTCCPS8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7HKWCJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL\", \"asin\": \"B0BZRZQKN3\", \"price\": \"$50.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:15:36.460Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
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2025-05-05T02:15:36.460Z
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click
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review
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rule
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2025-05-05T02:15:36.460Z
|
train
| 928 |
2025-05-05T02:15:36.460Z
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click
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review
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+pants"
}
],
"cart_items": [
{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"},
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}
],
"product_details": [
{
"title": "Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers"
},
{
"price": "$19.99"
},
{
"bullet_list": "Superior Quality: Crafted with premium stretchy and breathable materials, which is suitable for more type of body. Soft and skin friendly fabric, more comfortable to wear. And these pants ensure durability and long-lasting wear. Comfortable Fit: Featuring a high waist and straight leg design, these pants offer a comfortable and flattering fit that contours to your body shape while providing freedom of movement. Stylish Details: With a chic decorative button-down design, practical 4 pockets, and a versatile design, these pants effortlessly transition from work attire to outdoor activities with ease. Versatile Wardrobe Essential: Perfect for various occasions, these pants are a versatile staple that can be dressed up or down with sweatshirts, tanks, suit etc. to suit your personal style and needs. Warm Tips: Hand wash or machine wash in a low temperature, and please refer to the size chart."
},
{
"asin": "B0DCVYHJ1N"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Black"
},
{
"Size": "Small"
}
],
"promotion_items": [
{"title": "Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black", "asin": "B0CXTCCPS8", "price": "$26.99", "quantity": ""},
{"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7HKWCJ", "price": "$34.99", "quantity": ""},
{"title": "Arach&Cloz Womens Black Dress Pants Work Office Ankle Trouser Business Casual Slacks High Wasited Buttoms with 4 Pockets M", "asin": "B0DL61Z89T", "price": "$16.39", "quantity": ""},
{"title": "Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL", "asin": "B0BZRZQKN3", "price": "$50.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "Stelle Women Dress Pants Business Casual Straight Leg 30\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Large)", "asin": "B0DF58DX8T", "price": "$33.99", "quantity": ""},
{"title": "PINSV Women's High Waisted Stretchy Bootcut Pull On Dress Pants Casual Work Pants 3257 Black XL", "asin": "B09B759157", "price": "$31.99", "quantity": ""},
{"title": "KICZOY Women's Stretch Business Straight Leg Dress Pants with Pockets Wear to Work Casual Suitpants Dark Gray", "asin": "B0DRS8HR69", "price": "$39.99", "quantity": ""},
{"title": "nuveti Women's High Waisted Boot Cut Yoga Pants 4 Pockets Workout Pants Tummy Control Women Bootleg Work Pants Dress Pants (DarkBlue, XX-Large)", "asin": "B089YKD629", "price": "$28.99", "quantity": ""},
{"title": "Willit 31\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Deep Brown L", "asin": "B0CKHPZJWK", "price": "$39.99", "quantity": ""},
{"title": "VONMELLI 3 Pack Women's Belts for Jeans Pants Fashion Gold Buckle Ladies Dress Belt Black Brown Beige S", "asin": "B0C1MQ9R45", "price": "$20.39", "quantity": ""},
{"title": "Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black", "asin": "B0CXTCCPS8", "price": "$26.99", "quantity": ""},
{"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7HKWCJ", "price": "$34.99", "quantity": ""},
{"title": "Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL", "asin": "B0BZRZQKN3", "price": "$50.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:15:36.460Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 928,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers\"\n},\n {\n \"price\": \"$19.99\"\n},\n {\n \"bullet_list\": \"Superior Quality: Crafted with premium stretchy and breathable materials, which is suitable for more type of body. Soft and skin friendly fabric, more comfortable to wear. And these pants ensure durability and long-lasting wear. Comfortable Fit: Featuring a high waist and straight leg design, these pants offer a comfortable and flattering fit that contours to your body shape while providing freedom of movement. Stylish Details: With a chic decorative button-down design, practical 4 pockets, and a versatile design, these pants effortlessly transition from work attire to outdoor activities with ease. Versatile Wardrobe Essential: Perfect for various occasions, these pants are a versatile staple that can be dressed up or down with sweatshirts, tanks, suit etc. to suit your personal style and needs. Warm Tips: Hand wash or machine wash in a low temperature, and please refer to the size chart.\"\n},\n {\n \"asin\": \"B0DCVYHJ1N\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Size\": \"Small\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black\", \"asin\": \"B0CXTCCPS8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7HKWCJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Arach&Cloz Womens Black Dress Pants Work Office Ankle Trouser Business Casual Slacks High Wasited Buttoms with 4 Pockets M\", \"asin\": \"B0DL61Z89T\", \"price\": \"$16.39\", \"quantity\": \"\"},\n {\"title\": \"Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL\", \"asin\": \"B0BZRZQKN3\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women Dress Pants Business Casual Straight Leg 30\\\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Large)\", \"asin\": \"B0DF58DX8T\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"PINSV Women's High Waisted Stretchy Bootcut Pull On Dress Pants Casual Work Pants 3257 Black XL\", \"asin\": \"B09B759157\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Stretch Business Straight Leg Dress Pants with Pockets Wear to Work Casual Suitpants Dark Gray\", \"asin\": \"B0DRS8HR69\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"nuveti Women's High Waisted Boot Cut Yoga Pants 4 Pockets Workout Pants Tummy Control Women Bootleg Work Pants Dress Pants (DarkBlue, XX-Large)\", \"asin\": \"B089YKD629\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Willit 31\\\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Deep Brown L\", \"asin\": \"B0CKHPZJWK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"VONMELLI 3 Pack Women's Belts for Jeans Pants Fashion Gold Buckle Ladies Dress Belt Black Brown Beige S\", \"asin\": \"B0C1MQ9R45\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black\", \"asin\": \"B0CXTCCPS8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7HKWCJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL\", \"asin\": \"B0BZRZQKN3\", \"price\": \"$50.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:15:36.460Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers\"\n},\n {\n \"price\": \"$19.99\"\n},\n {\n \"bullet_list\": \"Superior Quality: Crafted with premium stretchy and breathable materials, which is suitable for more type of body. Soft and skin friendly fabric, more comfortable to wear. And these pants ensure durability and long-lasting wear. Comfortable Fit: Featuring a high waist and straight leg design, these pants offer a comfortable and flattering fit that contours to your body shape while providing freedom of movement. Stylish Details: With a chic decorative button-down design, practical 4 pockets, and a versatile design, these pants effortlessly transition from work attire to outdoor activities with ease. Versatile Wardrobe Essential: Perfect for various occasions, these pants are a versatile staple that can be dressed up or down with sweatshirts, tanks, suit etc. to suit your personal style and needs. Warm Tips: Hand wash or machine wash in a low temperature, and please refer to the size chart.\"\n},\n {\n \"asin\": \"B0DCVYHJ1N\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Size\": \"Small\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black\", \"asin\": \"B0CXTCCPS8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7HKWCJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Arach&Cloz Womens Black Dress Pants Work Office Ankle Trouser Business Casual Slacks High Wasited Buttoms with 4 Pockets M\", \"asin\": \"B0DL61Z89T\", \"price\": \"$16.39\", \"quantity\": \"\"},\n {\"title\": \"Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL\", \"asin\": \"B0BZRZQKN3\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women Dress Pants Business Casual Straight Leg 30\\\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Large)\", \"asin\": \"B0DF58DX8T\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"PINSV Women's High Waisted Stretchy Bootcut Pull On Dress Pants Casual Work Pants 3257 Black XL\", \"asin\": \"B09B759157\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Stretch Business Straight Leg Dress Pants with Pockets Wear to Work Casual Suitpants Dark Gray\", \"asin\": \"B0DRS8HR69\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"nuveti Women's High Waisted Boot Cut Yoga Pants 4 Pockets Workout Pants Tummy Control Women Bootleg Work Pants Dress Pants (DarkBlue, XX-Large)\", \"asin\": \"B089YKD629\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Willit 31\\\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Deep Brown L\", \"asin\": \"B0CKHPZJWK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"VONMELLI 3 Pack Women's Belts for Jeans Pants Fashion Gold Buckle Ladies Dress Belt Black Brown Beige S\", \"asin\": \"B0C1MQ9R45\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black\", \"asin\": \"B0CXTCCPS8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7HKWCJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL\", \"asin\": \"B0BZRZQKN3\", \"price\": \"$50.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:15:43.404Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:15:43.404Z
|
click
|
cart_side_bar
|
rule
|
2025-05-05T02:15:43.404Z
|
train
| 929 |
2025-05-05T02:15:43.404Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "women+professional+pants"
}
],
"cart_items": [
{"title": "Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White", "asin": "B07334PKW6", "price": "$19.99", "quantity": "1"},
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"}
],
"product_details": [
{
"title": "Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers"
},
{
"price": "$19.99"
},
{
"bullet_list": "Superior Quality: Crafted with premium stretchy and breathable materials, which is suitable for more type of body. Soft and skin friendly fabric, more comfortable to wear. And these pants ensure durability and long-lasting wear. Comfortable Fit: Featuring a high waist and straight leg design, these pants offer a comfortable and flattering fit that contours to your body shape while providing freedom of movement. Stylish Details: With a chic decorative button-down design, practical 4 pockets, and a versatile design, these pants effortlessly transition from work attire to outdoor activities with ease. Versatile Wardrobe Essential: Perfect for various occasions, these pants are a versatile staple that can be dressed up or down with sweatshirts, tanks, suit etc. to suit your personal style and needs. Warm Tips: Hand wash or machine wash in a low temperature, and please refer to the size chart."
},
{
"asin": "B0DCVYHJ1N"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Black"
},
{
"Size": "Small"
}
],
"promotion_items": [
{"title": "Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black", "asin": "B0CXTCCPS8", "price": "$26.99", "quantity": ""},
{"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7HKWCJ", "price": "$34.99", "quantity": ""},
{"title": "Arach&Cloz Womens Black Dress Pants Work Office Ankle Trouser Business Casual Slacks High Wasited Buttoms with 4 Pockets M", "asin": "B0DL61Z89T", "price": "$16.39", "quantity": ""},
{"title": "Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL", "asin": "B0BZRZQKN3", "price": "$50.99", "quantity": ""},
{"title": "Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy", "asin": "B0CLNFFN87", "price": "$29.99", "quantity": ""},
{"title": "Stelle Women Dress Pants Business Casual Straight Leg 30\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Large)", "asin": "B0DF58DX8T", "price": "$33.99", "quantity": ""},
{"title": "PINSV Women's High Waisted Stretchy Bootcut Pull On Dress Pants Casual Work Pants 3257 Black XL", "asin": "B09B759157", "price": "$31.99", "quantity": ""},
{"title": "KICZOY Women's Stretch Business Straight Leg Dress Pants with Pockets Wear to Work Casual Suitpants Dark Gray", "asin": "B0DRS8HR69", "price": "$39.99", "quantity": ""},
{"title": "nuveti Women's High Waisted Boot Cut Yoga Pants 4 Pockets Workout Pants Tummy Control Women Bootleg Work Pants Dress Pants (DarkBlue, XX-Large)", "asin": "B089YKD629", "price": "$28.99", "quantity": ""},
{"title": "Willit 31\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Deep Brown L", "asin": "B0CKHPZJWK", "price": "$39.99", "quantity": ""},
{"title": "VONMELLI 3 Pack Women's Belts for Jeans Pants Fashion Gold Buckle Ladies Dress Belt Black Brown Beige S", "asin": "B0C1MQ9R45", "price": "$20.39", "quantity": ""},
{"title": "Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black", "asin": "B0CXTCCPS8", "price": "$26.99", "quantity": ""},
{"title": "NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black", "asin": "B0DP7HKWCJ", "price": "$34.99", "quantity": ""},
{"title": "Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL", "asin": "B0BZRZQKN3", "price": "$50.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:15:43.404Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"index": 929,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"women+professional+pants\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Zeagoo Sleeveless Button Down Collar Office Formal Casual Shirt Blouse for Women Tank Tops White\", \"asin\": \"B07334PKW6\", \"price\": \"$19.99\", \"quantity\": \"1\"},\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Womens Casual High Waist Straight Leg Pants Stretchy Button Business Dress Work Pocket Trousers\"\n},\n {\n \"price\": \"$19.99\"\n},\n {\n \"bullet_list\": \"Superior Quality: Crafted with premium stretchy and breathable materials, which is suitable for more type of body. Soft and skin friendly fabric, more comfortable to wear. And these pants ensure durability and long-lasting wear. Comfortable Fit: Featuring a high waist and straight leg design, these pants offer a comfortable and flattering fit that contours to your body shape while providing freedom of movement. Stylish Details: With a chic decorative button-down design, practical 4 pockets, and a versatile design, these pants effortlessly transition from work attire to outdoor activities with ease. Versatile Wardrobe Essential: Perfect for various occasions, these pants are a versatile staple that can be dressed up or down with sweatshirts, tanks, suit etc. to suit your personal style and needs. Warm Tips: Hand wash or machine wash in a low temperature, and please refer to the size chart.\"\n},\n {\n \"asin\": \"B0DCVYHJ1N\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Size\": \"Small\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black\", \"asin\": \"B0CXTCCPS8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7HKWCJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Arach&Cloz Womens Black Dress Pants Work Office Ankle Trouser Business Casual Slacks High Wasited Buttoms with 4 Pockets M\", \"asin\": \"B0DL61Z89T\", \"price\": \"$16.39\", \"quantity\": \"\"},\n {\"title\": \"Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL\", \"asin\": \"B0BZRZQKN3\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu High Waisted Dress Pants for Women Bootcut Elastic Waist Pull On Black Work Slacks for Women Business Casual Trendy\", \"asin\": \"B0CLNFFN87\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Stelle Women Dress Pants Business Casual Straight Leg 30\\\" Stretch Work Pants Pull On Regular Slacks with 4 Pockets (Black, Large)\", \"asin\": \"B0DF58DX8T\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"PINSV Women's High Waisted Stretchy Bootcut Pull On Dress Pants Casual Work Pants 3257 Black XL\", \"asin\": \"B09B759157\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"KICZOY Women's Stretch Business Straight Leg Dress Pants with Pockets Wear to Work Casual Suitpants Dark Gray\", \"asin\": \"B0DRS8HR69\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"nuveti Women's High Waisted Boot Cut Yoga Pants 4 Pockets Workout Pants Tummy Control Women Bootleg Work Pants Dress Pants (DarkBlue, XX-Large)\", \"asin\": \"B089YKD629\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Willit 31\\\" Women's Yoga Dress Pants Straight Leg Work Slacks Stretchy Office Casual Pants 4 Pockets Belt Loops Deep Brown L\", \"asin\": \"B0CKHPZJWK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"VONMELLI 3 Pack Women's Belts for Jeans Pants Fashion Gold Buckle Ladies Dress Belt Black Brown Beige S\", \"asin\": \"B0C1MQ9R45\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"Agenlulu Wide Leg Dress Pants for Women Elastic High Waist Straight Leg Pants Business Casual Pull on Office Work Slacks Black\", \"asin\": \"B0CXTCCPS8\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"NIMIN Womens Dress Pants High Waisted Flare Casual Slacks for Women Stretchy Boot Cut Work Trousers with Pockets Black\", \"asin\": \"B0DP7HKWCJ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Flamingals Women's Wide Leg Jeans Mid Waist Causal Straight Leg Business Cargo Pants Gray XL\", \"asin\": \"B0BZRZQKN3\", \"price\": \"$50.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:15:43.404Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\\\" Black, X-Small)\", \"asin\": \"B0CN8S73JR\", \"price\": \"$39.99\", \"quantity\": \"1\"},\n {\"title\": \"Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink\", \"asin\": \"B0BZDKCQQ2\", \"price\": \"$19.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0DSG2LCX2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"CUNLIN Womens Dress Shirts Shirt for Women Plain Cotton Tops Collared Office Formal Work Casual Blouse Dressy Long Sleeve Business v Neck Button Down Blouses Royal Blue XXL\", \"asin\": \"B0BWXLKVZY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n {\"title\": \"Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)\", \"asin\": \"B07PCJVF6D\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S\", \"asin\": \"B0DQ1D9W9D\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:15:53.757Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:15:53.757Z
|
purchase
|
B0DSG2LCX2
|
rule
|
2025-05-05T02:15:53.757Z
|
train
| 930 |
2025-05-05T02:15:53.757Z
|
purchase
|
B0DSG2LCX2
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:50.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:51.103Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:52.838Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:55.889Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:14.064Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:35.074Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:37.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:39.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:40.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:44.422Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:53.988Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:55.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:57.627Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:58.721Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:00.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:01.975Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:03.070Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:04.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:05.035Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:06.287Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:07.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:14.755Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:16.806Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:17.780Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:18.939Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\" Black, X-Small)", "asin": "B0CN8S73JR", "price": "$39.99", "quantity": "1"},
{"title": "Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink", "asin": "B0BZDKCQQ2", "price": "$19.99", "quantity": "1"}
],
"product_details": [
{
"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"
},
{
"price": "$14.99"
},
{
"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."
},
{
"asin": "B0DSG2LCX2"
}
],
"product_quantity": [
{
"quantity": "1 "
}
],
"product_options": [
{
"Size": "XX-Small"
},
{
"Color": "5288_navy Blue"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$45.46", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""},
{"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""},
{"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""},
{"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""},
{"title": "CUNLIN Womens Dress Shirts Shirt for Women Plain Cotton Tops Collared Office Formal Work Casual Blouse Dressy Long Sleeve Business v Neck Button Down Blouses Royal Blue XXL", "asin": "B0BWXLKVZY", "price": "$19.99", "quantity": ""},
{"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""},
{"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$25.98", "quantity": ""},
{"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S", "asin": "B0DQ1D9W9D", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""},
{"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""},
{"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:15:53.757Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0DSG2LCX2</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0DSG2LCX2</answer_argument>",
"index": 930,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": 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\"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\\\" Black, X-Small)\", \"asin\": \"B0CN8S73JR\", \"price\": \"$39.99\", \"quantity\": \"1\"},\n {\"title\": \"Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink\", \"asin\": \"B0BZDKCQQ2\", \"price\": \"$19.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0DSG2LCX2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"CUNLIN Womens Dress Shirts Shirt for Women Plain Cotton Tops Collared Office Formal Work Casual Blouse Dressy Long Sleeve Business v Neck Button Down Blouses Royal Blue XXL\", \"asin\": \"B0BWXLKVZY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n {\"title\": \"Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)\", \"asin\": \"B07PCJVF6D\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S\", \"asin\": \"B0DQ1D9W9D\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:15:53.757Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": 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\"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"},\n {\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\\\" Black, X-Small)\", \"asin\": \"B0CN8S73JR\", \"price\": \"$39.99\", \"quantity\": \"1\"},\n {\"title\": \"Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink\", \"asin\": \"B0BZDKCQQ2\", \"price\": \"$19.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0DSG2LCX2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"CUNLIN Womens Dress Shirts Shirt for Women Plain Cotton Tops Collared Office Formal Work Casual Blouse Dressy Long Sleeve Business v Neck Button Down Blouses Royal Blue XXL\", \"asin\": \"B0BWXLKVZY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n {\"title\": \"Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)\", \"asin\": \"B07PCJVF6D\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S\", \"asin\": \"B0DQ1D9W9D\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:15:57.725Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:15:57.725Z
|
click
|
cart_side_bar
|
rule
|
2025-05-05T02:15:57.725Z
|
train
| 931 |
2025-05-05T02:15:57.725Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"}
{"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "price": "$14.99"},
{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\" Black, X-Small)", "asin": "B0CN8S73JR", "price": "$39.99", "quantity": "1"},
{"title": "Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink", "asin": "B0BZDKCQQ2", "price": "$19.99", "quantity": "1"}
],
"product_details": [
{
"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color"
},
{
"price": "$14.99"
},
{
"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."
},
{
"asin": "B0DSG2LCX2"
}
],
"product_quantity": [
{
"quantity": "1 "
}
],
"product_options": [
{
"Size": "XX-Small"
},
{
"Color": "5288_navy Blue"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$45.46", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S", "asin": "B0D183YLTN", "price": "$19.97", "quantity": ""},
{"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""},
{"title": "Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)", "asin": "B07PCJQ4PB", "price": "$25.98", "quantity": ""},
{"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL", "asin": "B0DQ1D89RD", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""},
{"title": "CUNLIN Womens Dress Shirts Shirt for Women Plain Cotton Tops Collared Office Formal Work Casual Blouse Dressy Long Sleeve Business v Neck Button Down Blouses Royal Blue XXL", "asin": "B0BWXLKVZY", "price": "$19.99", "quantity": ""},
{"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$26.09", "quantity": ""},
{"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$25.98", "quantity": ""},
{"title": "Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S", "asin": "B0DQ1D9W9D", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS", "asin": "B0D3Z6K2PZ", "price": "$24.99", "quantity": ""},
{"title": "Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M", "asin": "B0D5L77PRW", "price": "$24.99", "quantity": ""},
{"title": "siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium", "asin": "B0DKT56XLF", "price": "$23.99", "quantity": ""},
{"title": "Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue", "asin": "B07QXRJ4FX", "price": "$17.98", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:15:57.725Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"index": 931,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"price\": \"$14.99\"},\n {\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\\\" Black, X-Small)\", \"asin\": \"B0CN8S73JR\", \"price\": \"$39.99\", \"quantity\": \"1\"},\n {\"title\": \"Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink\", \"asin\": \"B0BZDKCQQ2\", \"price\": \"$19.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Dressy Casual Solid Color\"\n},\n {\n \"price\": \"$14.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0DSG2LCX2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$45.46\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue S\", \"asin\": \"B0D183YLTN\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Button Up Shirt Women Womens Button Down Shirts Long Sleeve Chiffon Office Casual Blouses (XXL, Dark Blue)\", \"asin\": \"B07PCJQ4PB\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size XL\", \"asin\": \"B0DQ1D89RD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"CUNLIN Womens Dress Shirts Shirt for Women Plain Cotton Tops Collared Office Formal Work Casual Blouse Dressy Long Sleeve Business v Neck Button Down Blouses Royal Blue XXL\", \"asin\": \"B0BWXLKVZY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$26.09\", \"quantity\": \"\"},\n {\"title\": \"Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)\", \"asin\": \"B07PCJVF6D\", \"price\": \"$25.98\", \"quantity\": \"\"},\n {\"title\": \"Plebetic Wrinkle-Resistant Button Down Shirts for Women Long Sleeve Navy Blue and White Striped Shirt Blouses Tops Size S\", \"asin\": \"B0DQ1D9W9D\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Dress Shirts Long Sleeve Wrinkle-Free Blouse Casual Solid Office Work Tunic Top - White XS\", \"asin\": \"B0D3Z6K2PZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Button Down Shirts for Women Long Sleeve Dress Shirts Classic Fit Solid Cotton Women Dress Shirts Work Office Navy Blue M\", \"asin\": \"B0D5L77PRW\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Button Down Shirts for Women Slim fit Long Sleeve Stretch Dress Shirts Work Shirt Wrinkle Free Office Blouses Mist Blue Medium\", \"asin\": \"B0DKT56XLF\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Beautife Womens Short Sleeve Shirts V Neck Collared Button Down Shirt Tops with Pockets Navy Blue\", \"asin\": \"B07QXRJ4FX\", \"price\": \"$17.98\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:15:57.725Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Zeagoo Sleeveless Blouses for Women Summer Casual Button Down Shirts Flower Tank Tops Fashion\", \"asin\": \"B0CRDJL611\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"B07R54FS4T\", \"price\": \"$31.69\", \"quantity\": \"\"},\n {\"title\": \"EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt\", \"asin\": \"B0CSYTZ67L\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Tapata Women's 28''/30''/32''/34'' Stretchy Bootcut Dress Pants with Pockets Tall, Petite, Regular for Office Work Business\", \"asin\": \"/promo/A1UIAL571V1SPG\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\\u201c/29\\\"/30\\\"/31\\\"/33\\\"\", \"asin\": \"B09VT17GPG\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Ruisin Super Soft Wrinkle Free Button Down Shirts for Women Solid Long Sleeve Striped Formal Work Dress Blouses Tops\", \"asin\": \"B09K3H4LKL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Ekouaer Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt\", \"asin\": \"/promo/A2LMXLEMS8VZKZ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Cicy Bell Womens Casual Blazers Open Front Long Sleeve Work Office Suit Jackets Blazer\", \"asin\": \"/promo/A2HPO63E5DJ5EH\", \"price\": \"$58.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse\", \"asin\": \"B0BPDK7BBZ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Amazon Essentials Women's Lightweight Crewneck Cardigan Sweater (Available in Plus Size)\", \"asin\": \"B07BJ8GTB2\", \"price\": \"$15.90\", \"quantity\": \"\"},\n {\"title\": \"Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\\u201c/29\\\"/30\\\"/31\\\"/33\\\"\", \"asin\": \"B0BT969K62\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"B07R43XGFG\", \"price\": \"$31.69\", \"quantity\": \"\"},\n {\"title\": \"Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans\", \"asin\": \"B0D4TVZSHB\", \"price\": \"$33.24\", \"quantity\": \"\"},\n {\"title\": \"Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans\", \"asin\": \"B0D4TDR3WK\", \"price\": \"$37.04\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"selected\": true, \"options\": [{\"Size\": \"XX-Small\"}, {\"Color\": \"5288_navy Blue\"}]},\n {\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\\\" Black, X-Small)\", \"asin\": \"B0CN8S73JR\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Fit Type\": \"Short 28 Inches\"}, {\"Size\": \"X-Small\"}, {\"Color\": \"28\\\" Black\"}]},\n {\"title\": \"Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink\", \"asin\": \"B0BZDKCQQ2\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Deep Pink\"}, {\"Size\": \"Small\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"options\": [{\"Size\": \"XX-Small\"}, {\"Color\": \"5288_navy Blue\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:16:07.588Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:16:07.588Z
|
click_product
|
B0BZDKCQQ2
|
rule
|
2025-05-05T02:16:07.588Z
|
train
| 932 |
2025-05-05T02:16:07.588Z
|
click_product
|
B0BZDKCQQ2
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"}
{"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "Zeagoo Sleeveless Blouses for Women Summer Casual Button Down Shirts Flower Tank Tops Fashion", "asin": "B0CRDJL611", "price": "$19.99", "quantity": ""},
{"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "B07R54FS4T", "price": "$31.69", "quantity": ""},
{"title": "EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt", "asin": "B0CSYTZ67L", "price": "$13.99", "quantity": ""},
{"title": "Tapata Women's 28''/30''/32''/34'' Stretchy Bootcut Dress Pants with Pockets Tall, Petite, Regular for Office Work Business", "asin": "/promo/A1UIAL571V1SPG", "price": "$44.99", "quantity": ""},
{"title": "Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\u201c/29\"/30\"/31\"/33\"", "asin": "B09VT17GPG", "price": "$39.99", "quantity": ""},
{"title": "Ruisin Super Soft Wrinkle Free Button Down Shirts for Women Solid Long Sleeve Striped Formal Work Dress Blouses Tops", "asin": "B09K3H4LKL", "price": "$19.99", "quantity": ""},
{"title": "Ekouaer Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt", "asin": "/promo/A2LMXLEMS8VZKZ", "price": "$23.99", "quantity": ""},
{"title": "Cicy Bell Womens Casual Blazers Open Front Long Sleeve Work Office Suit Jackets Blazer", "asin": "/promo/A2HPO63E5DJ5EH", "price": "$58.99", "quantity": ""},
{"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse", "asin": "B0BPDK7BBZ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Essentials Women's Lightweight Crewneck Cardigan Sweater (Available in Plus Size)", "asin": "B07BJ8GTB2", "price": "$15.90", "quantity": ""},
{"title": "Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\u201c/29\"/30\"/31\"/33\"", "asin": "B0BT969K62", "price": "$38.99", "quantity": ""},
{"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "B07R43XGFG", "price": "$31.69", "quantity": ""},
{"title": "Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans", "asin": "B0D4TVZSHB", "price": "$33.24", "quantity": ""},
{"title": "Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans", "asin": "B0D4TDR3WK", "price": "$37.04", "quantity": ""}
],
"active_items": [
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "selected": true, "options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}]},
{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\" Black, X-Small)", "asin": "B0CN8S73JR", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "quantity": "1", "selected": true, "options": [{"Fit Type": "Short 28 Inches"}, {"Size": "X-Small"}, {"Color": "28\" Black"}]},
{"title": "Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink", "asin": "B0BZDKCQQ2", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Deep Pink"}, {"Size": "Small"}]}
],
"saved_items": [
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:16:07.588Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0BZDKCQQ2</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0BZDKCQQ2</answer_argument>",
"index": 932,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": 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\"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Zeagoo Sleeveless Blouses for Women Summer Casual Button Down Shirts Flower Tank Tops Fashion\", \"asin\": \"B0CRDJL611\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"B07R54FS4T\", \"price\": \"$31.69\", \"quantity\": \"\"},\n {\"title\": \"EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt\", \"asin\": \"B0CSYTZ67L\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Tapata Women's 28''/30''/32''/34'' Stretchy Bootcut Dress Pants with Pockets Tall, Petite, Regular for Office Work Business\", \"asin\": \"/promo/A1UIAL571V1SPG\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\\u201c/29\\\"/30\\\"/31\\\"/33\\\"\", \"asin\": \"B09VT17GPG\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Ruisin Super Soft Wrinkle Free Button Down Shirts for Women Solid Long Sleeve Striped Formal Work Dress Blouses Tops\", \"asin\": \"B09K3H4LKL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Ekouaer Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt\", \"asin\": \"/promo/A2LMXLEMS8VZKZ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Cicy Bell Womens Casual Blazers Open Front Long Sleeve Work Office Suit Jackets Blazer\", \"asin\": \"/promo/A2HPO63E5DJ5EH\", \"price\": \"$58.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse\", \"asin\": \"B0BPDK7BBZ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Amazon Essentials Women's Lightweight Crewneck Cardigan Sweater (Available in Plus Size)\", \"asin\": \"B07BJ8GTB2\", \"price\": \"$15.90\", \"quantity\": \"\"},\n {\"title\": \"Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\\u201c/29\\\"/30\\\"/31\\\"/33\\\"\", \"asin\": \"B0BT969K62\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"B07R43XGFG\", \"price\": \"$31.69\", \"quantity\": \"\"},\n {\"title\": \"Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans\", \"asin\": \"B0D4TVZSHB\", \"price\": \"$33.24\", \"quantity\": \"\"},\n {\"title\": \"Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans\", \"asin\": \"B0D4TDR3WK\", \"price\": \"$37.04\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"selected\": true, \"options\": [{\"Size\": \"XX-Small\"}, {\"Color\": \"5288_navy Blue\"}]},\n {\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\\\" Black, X-Small)\", \"asin\": \"B0CN8S73JR\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Fit Type\": \"Short 28 Inches\"}, {\"Size\": \"X-Small\"}, {\"Color\": \"28\\\" Black\"}]},\n {\"title\": \"Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink\", \"asin\": \"B0BZDKCQQ2\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Deep Pink\"}, {\"Size\": \"Small\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"options\": [{\"Size\": \"XX-Small\"}, {\"Color\": \"5288_navy Blue\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:16:07.588Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Zeagoo Sleeveless Blouses for Women Summer Casual Button Down Shirts Flower Tank Tops Fashion\", \"asin\": \"B0CRDJL611\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"B07R54FS4T\", \"price\": \"$31.69\", \"quantity\": \"\"},\n {\"title\": \"EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt\", \"asin\": \"B0CSYTZ67L\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Tapata Women's 28''/30''/32''/34'' Stretchy Bootcut Dress Pants with Pockets Tall, Petite, Regular for Office Work Business\", \"asin\": \"/promo/A1UIAL571V1SPG\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\\u201c/29\\\"/30\\\"/31\\\"/33\\\"\", \"asin\": \"B09VT17GPG\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Ruisin Super Soft Wrinkle Free Button Down Shirts for Women Solid Long Sleeve Striped Formal Work Dress Blouses Tops\", \"asin\": \"B09K3H4LKL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Ekouaer Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt\", \"asin\": \"/promo/A2LMXLEMS8VZKZ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Cicy Bell Womens Casual Blazers Open Front Long Sleeve Work Office Suit Jackets Blazer\", \"asin\": \"/promo/A2HPO63E5DJ5EH\", \"price\": \"$58.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse\", \"asin\": \"B0BPDK7BBZ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Amazon Essentials Women's Lightweight Crewneck Cardigan Sweater (Available in Plus Size)\", \"asin\": \"B07BJ8GTB2\", \"price\": \"$15.90\", \"quantity\": \"\"},\n {\"title\": \"Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\\u201c/29\\\"/30\\\"/31\\\"/33\\\"\", \"asin\": \"B0BT969K62\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"B07R43XGFG\", \"price\": \"$31.69\", \"quantity\": \"\"},\n {\"title\": \"Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans\", \"asin\": \"B0D4TVZSHB\", \"price\": \"$33.24\", \"quantity\": \"\"},\n {\"title\": \"Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans\", \"asin\": \"B0D4TDR3WK\", \"price\": \"$37.04\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"selected\": true, \"options\": [{\"Size\": \"XX-Small\"}, {\"Color\": \"5288_navy Blue\"}]},\n {\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\\\" Black, X-Small)\", \"asin\": \"B0CN8S73JR\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Fit Type\": \"Short 28 Inches\"}, {\"Size\": \"X-Small\"}, {\"Color\": \"28\\\" Black\"}]},\n {\"title\": \"Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink\", \"asin\": \"B0BZDKCQQ2\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Deep Pink\"}, {\"Size\": \"Small\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"options\": [{\"Size\": \"XX-Small\"}, {\"Color\": \"5288_navy Blue\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:16:19.562Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T02:16:19.562Z
|
purchase
|
B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2
|
rule
|
2025-05-05T02:16:19.562Z
|
train
| 933 |
2025-05-05T02:16:19.562Z
|
purchase
|
B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
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{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"}
{"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "Zeagoo Sleeveless Blouses for Women Summer Casual Button Down Shirts Flower Tank Tops Fashion", "asin": "B0CRDJL611", "price": "$19.99", "quantity": ""},
{"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "B07R54FS4T", "price": "$31.69", "quantity": ""},
{"title": "EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt", "asin": "B0CSYTZ67L", "price": "$13.99", "quantity": ""},
{"title": "Tapata Women's 28''/30''/32''/34'' Stretchy Bootcut Dress Pants with Pockets Tall, Petite, Regular for Office Work Business", "asin": "/promo/A1UIAL571V1SPG", "price": "$44.99", "quantity": ""},
{"title": "Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\u201c/29\"/30\"/31\"/33\"", "asin": "B09VT17GPG", "price": "$39.99", "quantity": ""},
{"title": "Ruisin Super Soft Wrinkle Free Button Down Shirts for Women Solid Long Sleeve Striped Formal Work Dress Blouses Tops", "asin": "B09K3H4LKL", "price": "$19.99", "quantity": ""},
{"title": "Ekouaer Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt", "asin": "/promo/A2LMXLEMS8VZKZ", "price": "$23.99", "quantity": ""},
{"title": "Cicy Bell Womens Casual Blazers Open Front Long Sleeve Work Office Suit Jackets Blazer", "asin": "/promo/A2HPO63E5DJ5EH", "price": "$58.99", "quantity": ""},
{"title": "J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse", "asin": "B0BPDK7BBZ", "price": "$19.99", "quantity": ""},
{"title": "Amazon Essentials Women's Lightweight Crewneck Cardigan Sweater (Available in Plus Size)", "asin": "B07BJ8GTB2", "price": "$15.90", "quantity": ""},
{"title": "Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\u201c/29\"/30\"/31\"/33\"", "asin": "B0BT969K62", "price": "$38.99", "quantity": ""},
{"title": "Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant", "asin": "B07R43XGFG", "price": "$31.69", "quantity": ""},
{"title": "Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans", "asin": "B0D4TVZSHB", "price": "$33.24", "quantity": ""},
{"title": "Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans", "asin": "B0D4TDR3WK", "price": "$37.04", "quantity": ""}
],
"active_items": [
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "selected": true, "options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}]},
{"title": "Stelle Women 28\"/30\"/ 32\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\" Black, X-Small)", "asin": "B0CN8S73JR", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "quantity": "1", "selected": true, "options": [{"Fit Type": "Short 28 Inches"}, {"Size": "X-Small"}, {"Color": "28\" Black"}]},
{"title": "Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink", "asin": "B0BZDKCQQ2", "delivery": "Two-Day FREE delivery Tue, May 6 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Deep Pink"}, {"Size": "Small"}]}
],
"saved_items": [
{"title": "hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS", "asin": "B0DSG2LCX2", "options": [{"Size": "XX-Small"}, {"Color": "5288_navy Blue"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T02:16:19.562Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2</answer_argument>",
"index": 933,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Zeagoo Sleeveless Blouses for Women Summer Casual Button Down Shirts Flower Tank Tops Fashion\", \"asin\": \"B0CRDJL611\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"B07R54FS4T\", \"price\": \"$31.69\", \"quantity\": \"\"},\n {\"title\": \"EVALESS Womens Pleated Tank Tops V Neck Casual Sleeveless Blouses Summer Basic Vest Shirt\", \"asin\": \"B0CSYTZ67L\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Tapata Women's 28''/30''/32''/34'' Stretchy Bootcut Dress Pants with Pockets Tall, Petite, Regular for Office Work Business\", \"asin\": \"/promo/A1UIAL571V1SPG\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\\u201c/29\\\"/30\\\"/31\\\"/33\\\"\", \"asin\": \"B09VT17GPG\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Ruisin Super Soft Wrinkle Free Button Down Shirts for Women Solid Long Sleeve Striped Formal Work Dress Blouses Tops\", \"asin\": \"B09K3H4LKL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Ekouaer Womens Silk Satin Tank Tops V Neck Casual Cami Sleeveless Camisole Blouses Summer Basic Tank Shirt\", \"asin\": \"/promo/A2LMXLEMS8VZKZ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Cicy Bell Womens Casual Blazers Open Front Long Sleeve Work Office Suit Jackets Blazer\", \"asin\": \"/promo/A2HPO63E5DJ5EH\", \"price\": \"$58.99\", \"quantity\": \"\"},\n {\"title\": \"J.VER Womens Dress Shirts Long Sleeve Button Down Shirts Wrinkle-Free Solid Work Blouse\", \"asin\": \"B0BPDK7BBZ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Amazon Essentials Women's Lightweight Crewneck Cardigan Sweater (Available in Plus Size)\", \"asin\": \"B07BJ8GTB2\", \"price\": \"$15.90\", \"quantity\": \"\"},\n {\"title\": \"Women's Yoga Dress Pants Bootcut Work Slacks Stretch Office with Belt Loops 4 Pockets 28\\u201c/29\\\"/30\\\"/31\\\"/33\\\"\", \"asin\": \"B0BT969K62\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Lee Women's Ultra Lux Comfort with Flex Motion Trouser Pant\", \"asin\": \"B07R43XGFG\", \"price\": \"$31.69\", \"quantity\": \"\"},\n {\"title\": \"Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans\", \"asin\": \"B0D4TVZSHB\", \"price\": \"$33.24\", \"quantity\": \"\"},\n {\"title\": \"Kedera Embroidered Jeans for Women 2025 Baggy Boyfriend Jeans Barrel Leg Horseshoe Jeans Women Vintage Mid Rise Jeans\", \"asin\": \"B0D4TDR3WK\", \"price\": \"$37.04\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"selected\": true, \"options\": [{\"Size\": \"XX-Small\"}, {\"Color\": \"5288_navy Blue\"}]},\n {\"title\": \"Stelle Women 28\\\"/30\\\"/ 32\\\" Bootcut Dress Pants Business Casual Work Pants with Pockets Pull On Regular Slacks for Office(28\\\" Black, X-Small)\", \"asin\": \"B0CN8S73JR\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Fit Type\": \"Short 28 Inches\"}, {\"Size\": \"X-Small\"}, {\"Color\": \"28\\\" Black\"}]},\n {\"title\": \"Zeagoo Sleeveless Tops for Women Business Casual Summer Tank Blouse Casual V Neck Tunic Top Shirt Deep Pink\", \"asin\": \"B0BZDKCQQ2\", \"delivery\": \"Two-Day FREE delivery Tue, May 6 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Deep Pink\"}, {\"Size\": \"Small\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"hearain Womens Button Down Shirts Long Sleeve Chiffon Blouse Basic Classic Collared Soft Shirt Navy Blue Size XXS\", \"asin\": \"B0DSG2LCX2\", \"options\": [{\"Size\": \"XX-Small\"}, {\"Color\": \"5288_navy Blue\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T02:16:19.562Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T15:52:43.411Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T15:52:43.411Z
|
input
|
notebooks for school
|
rule
|
2025-05-05T15:52:43.411Z
|
train
| 934 |
2025-05-05T15:52:43.411Z
|
input
|
notebooks for school
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"}
{"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T15:52:43.411Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>input</answer_action><answer_argument>notebooks for school</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>notebooks for school</answer_argument>",
"index": 934,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": 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\"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T15:52:43.411Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": 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10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Yoment Hardcover Spiral Notebooks for Work School Note Taking, 8\\\"x10\\\" Journal Notebook with Tabs Dividers, Multi 5 Subject Notebook College Ruled, 240 Pages Lined Journal for Women, Pink\", \"asin\": \"B0BG5NBNBG\", \"price\": \"$14.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Lined Spiral Journal Notebook for Women & Men, 140 Pages, College Ruled Hardcover Notebook for Work & Note Taking, Journals for Writing, A5(6\\\"x8\\\") - Green\", \"asin\": \"B0CT4HX4T9\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford 1-Subject Notebooks, Notebooks for School, 8 x 10.5 Inches, College Rule, 70 Sheets, Assorted Primary Colors, 3 Pack, Colors May Vary (1006792)\", \"asin\": \"B0DCWNFS3S\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"KOKUYO Composition Notebooks, 3 Pack Campus 9-3/4\\\" x 7-1/2\\\" Comp Book with College Ruled, 80 Sheets, Pink Blue Lavender School Lined Notebook Journal for Work Study Note Taking (WSG-NO-308CG1\\u00d73)\", \"asin\": \"B0C5J5KMNX\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebook, 6 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 70 Sheets per Notebook, Color Will Vary (73063)\", \"asin\": \"B00P9U2EIM\", \"price\": \"$9.31\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"SUNEE Spiral Notebooks, 1-Subject, 5 Pack, College Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets per Notebook,3-Hole Punched Paper, Pink,Purple, Blue, Green, Yellow Spiral Lined Notebooks for School,Work\", \"asin\": \"B0CQN8FVJX\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"School Smart Spiral Wide Ruled Notebook, 8 x 10-1/2 Inches\", \"asin\": \"B00PPA8BGK\", \"price\": \"$2.17\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Mead Composition Notebooks, 3 Pack, College Ruled Paper, 9-3/4\\\" x 7-1/2\\\", 100 Sheets per Comp Book, Black Marble (38111)\", \"asin\": \"B071VJPRD4\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Mead Spiral Notebooks, 6 Pack, 1-Subject, Wide Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets, Assorted Pastel Colors (930050-ECM)\", \"asin\": \"B0BX76YG4F\", \"price\": \"$8.34\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook 18 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inches, 3-Hole Punch, Assorted Colors, 70 Sheets (65206)\", \"asin\": \"B0B9VF9DXF\", \"price\": \"$26.45\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Oxford Spiral Notebook 12 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject Writing Journal, College Ruled Paper, 8 x 10-1/2 Inches, Color Assortment May Vary, 70 Lined Sheets (65205)\", \"asin\": \"B0B9W6QDPY\", \"price\": \"$18.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\\\" x 8\\\" Sheet Size, Forest Green (73176)\", \"asin\": \"B072BWTR8G\", \"price\": \"$4.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"ZICOTO Aesthetic Spiral Notebook Set of 3 For Women - Cute College Ruled 8x6 Journal/Notebook with Large Pockets And Lined Pages - Perfect Supplies to Stay Organized at Work or School\", \"asin\": \"B0BWYLWWC1\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 10\\\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)\", \"asin\": \"B01E3UIR02\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\\\" x 11\\\", 200 Sheets, Black (73144)\", \"asin\": \"B00X7X2KIC\", \"price\": \"$15.77\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook, Bulk Wide Ruled Spiral Notebooks for School, Pastel Colors, 1 Subject School Journal, 70 Wide Ruled Sheets, 8 x 10-1/2 Inch, 6 Pack, Blue Green, Pink, Purple, Yellow (63757)\", \"asin\": \"B08VF9VYLZ\", \"price\": \"$9.63\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Spiral Notebooks, 12 Pack, 1 Subject Notebook, Wide Ruled, 70 Sheets, 8 x 10-1/2\\\", 3 Hole Punched, School Supplies, Bulk Single Subject Spiral Notebook Bulk, Assorted Colors Pack of Notebooks\", \"asin\": \"B0BWFD3X5S\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, 12 Pack, 1-Subject, Wide Ruled Paper, 10-1/2\\\" x 8\\\", 70 Sheets per Notebook, Color Will Vary (73699)\", \"asin\": \"B010PK6SQY\", \"price\": \"$19.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Spiral Notebook Journal 8.5\\u201d x 11\\u201d, A4 Large Pink Notebooks for Women Men, College Ruled Lined Journal, 100 GSM Paper, Plastic Hardcover Spiral Bound Journals for Work School Note Taking Business\", \"asin\": \"B0C995MCSX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\\\" x 9-3/4\\\", 100 Sheets, Assorted Bright Colors (850106-ECM)\", \"asin\": \"B0CN3T7NZ5\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"KOKUYO Spiral Notebook, 3 Pack Campus 10-1/2\\\" x 8\\\" Subject Notebooks with College Ruled, 80 Sheets, Pink Blue Green 3 Holes School Spiral Journal for Work Study Note Taking (WSG-SU-400G1\\u00d73)\", \"asin\": \"B0C5JCJ8JZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\\\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors\", \"asin\": \"B0BWF9XDK2\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford 1-Subject Notebooks, School Journal, 8 x 10-1/2 Inch, Wide Rule Paper, 70 Sheets, 3-Hole Punch, 3 Pack, Red, Blue, Green, Color Assortment May Vary (65029)\", \"asin\": \"B071CQ6JHL\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Five Star Spiral Notebook Plus Study App, 1 Subject, College Ruled Paper, 100 Sheets, 8-1/2\\\" x 11\\\", School, Amethyst Purple (38744)\", \"asin\": \"B01E0E8X4G\", \"price\": \"$7.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\\\" x 11\\\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)\", \"asin\": \"B0CJL83Q1X\", \"price\": \"$14.39\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"SUNEE 5 Subject Notebook College Ruled - 400 Pages, 8.5\\\"x11\\\", 5 Pocket Colored Dividers, 3-Hole Punched Paper, Black\", \"asin\": \"B0B18J2HPY\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebooks + Study App, 2 Pack, 1 Subject, College Ruled, 8-1/2\\\" x 11\\\", 80 Sheets, Petals (820331F-ECM)\", \"asin\": \"B0CPHRF7WW\", \"price\": \"$11.93\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Cambridge Notebook, Business Notebook, 8-1/4\\\" x 11\\\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)\", \"asin\": \"B0000AQONQ\", \"price\": \"$9.56\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Composition Notebooks, Wide Ruled Paper, 9-3/4\\\" x 7-1/2\\\", Assorted Marble Covers, 100 Sheets, 12 per Pack, Colors May Vary (63794)\", \"asin\": \"B009NKWY34\", \"price\": \"$29.39\", \"delivery\": \" Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM\"},\n {\"title\": \"Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)\", \"asin\": \"B09FG45HFT\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Composition Notebooks, School Supplies, Notebooks for School, Writing Journal, Wide Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Black, 6 Pack (63764)\", \"asin\": \"B08485GYKM\", \"price\": \"$12.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\\\" x 7-1/2\\\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies\", \"asin\": \"B0B2DRXFGW\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Trail maker 50 Pack Bulk Black and White Composition Notebook Wide Ruled, 200 Pages (100 Sheets), 9-3/4 x 7-1/2\\\", Hard Cover Bulk School Supplies Marble Composition Books for School & Office\", \"asin\": \"B0B6Y9PSTZ\", \"price\": \"$69.00\", \"delivery\": \"FREE delivery Thu, May 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T15:56:36.925Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T15:56:36.925Z
|
click
|
filter
|
rule
|
2025-05-05T15:56:36.925Z
|
train
| 935 |
2025-05-05T15:56:36.925Z
|
click
|
filter
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
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{"title": "KOKUYO Composition Notebooks, 3 Pack Campus 9-3/4\" x 7-1/2\" Comp Book with College Ruled, 80 Sheets, Pink Blue Lavender School Lined Notebook Journal for Work Study Note Taking (WSG-NO-308CG1\u00d73)", "asin": "B0C5J5KMNX", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"},
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{"title": "Oxford Spiral Notebook 12 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject Writing Journal, College Ruled Paper, 8 x 10-1/2 Inches, Color Assortment May Vary, 70 Lined Sheets (65205)", "asin": "B0B9W6QDPY", "price": "$18.25", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\" x 8\" Sheet Size, Forest Green (73176)", "asin": "B072BWTR8G", "price": "$4.78", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"},
{"title": "ZICOTO Aesthetic Spiral Notebook Set of 3 For Women - Cute College Ruled 8x6 Journal/Notebook with Large Pockets And Lined Pages - Perfect Supplies to Stay Organized at Work or School", "asin": "B0BWYLWWC1", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 10\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)", "asin": "B01E3UIR02", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\" x 11\", 200 Sheets, Black (73144)", "asin": "B00X7X2KIC", "price": "$15.77", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford Spiral Notebook, Bulk Wide Ruled Spiral Notebooks for School, Pastel Colors, 1 Subject School Journal, 70 Wide Ruled Sheets, 8 x 10-1/2 Inch, 6 Pack, Blue Green, Pink, Purple, Yellow (63757)", "asin": "B08VF9VYLZ", "price": "$9.63", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Spiral Notebooks, 12 Pack, 1 Subject Notebook, Wide Ruled, 70 Sheets, 8 x 10-1/2\", 3 Hole Punched, School Supplies, Bulk Single Subject Spiral Notebook Bulk, Assorted Colors Pack of Notebooks", "asin": "B0BWFD3X5S", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"},
{"title": "Mead Spiral Notebooks, 12 Pack, 1-Subject, Wide Ruled Paper, 10-1/2\" x 8\", 70 Sheets per Notebook, Color Will Vary (73699)", "asin": "B010PK6SQY", "price": "$19.64", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"},
{"title": "Spiral Notebook Journal 8.5\u201d x 11\u201d, A4 Large Pink Notebooks for Women Men, College Ruled Lined Journal, 100 GSM Paper, Plastic Hardcover Spiral Bound Journals for Work School Note Taking Business", "asin": "B0C995MCSX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\" x 9-3/4\", 100 Sheets, Assorted Bright Colors (850106-ECM)", "asin": "B0CN3T7NZ5", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "KOKUYO Spiral Notebook, 3 Pack Campus 10-1/2\" x 8\" Subject Notebooks with College Ruled, 80 Sheets, Pink Blue Green 3 Holes School Spiral Journal for Work Study Note Taking (WSG-SU-400G1\u00d73)", "asin": "B0C5JCJ8JZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"},
{"title": "Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors", "asin": "B0BWF9XDK2", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford 1-Subject Notebooks, School Journal, 8 x 10-1/2 Inch, Wide Rule Paper, 70 Sheets, 3-Hole Punch, 3 Pack, Red, Blue, Green, Color Assortment May Vary (65029)", "asin": "B071CQ6JHL", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Five Star Spiral Notebook Plus Study App, 1 Subject, College Ruled Paper, 100 Sheets, 8-1/2\" x 11\", School, Amethyst Purple (38744)", "asin": "B01E0E8X4G", "price": "$7.19", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"},
{"title": "Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\" x 11\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)", "asin": "B0CJL83Q1X", "price": "$14.39", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "SUNEE 5 Subject Notebook College Ruled - 400 Pages, 8.5\"x11\", 5 Pocket Colored Dividers, 3-Hole Punched Paper, Black", "asin": "B0B18J2HPY", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebooks + Study App, 2 Pack, 1 Subject, College Ruled, 8-1/2\" x 11\", 80 Sheets, Petals (820331F-ECM)", "asin": "B0CPHRF7WW", "price": "$11.93", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Cambridge Notebook, Business Notebook, 8-1/4\" x 11\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)", "asin": "B0000AQONQ", "price": "$9.56", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford Composition Notebooks, Wide Ruled Paper, 9-3/4\" x 7-1/2\", Assorted Marble Covers, 100 Sheets, 12 per Pack, Colors May Vary (63794)", "asin": "B009NKWY34", "price": "$29.39", "delivery": " Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM"},
{"title": "Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)", "asin": "B09FG45HFT", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford Composition Notebooks, School Supplies, Notebooks for School, Writing Journal, Wide Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Black, 6 Pack (63764)", "asin": "B08485GYKM", "price": "$12.94", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\" x 7-1/2\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies", "asin": "B0B2DRXFGW", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Trail maker 50 Pack Bulk Black and White Composition Notebook Wide Ruled, 200 Pages (100 Sheets), 9-3/4 x 7-1/2\", Hard Cover Bulk School Supplies Marble Composition Books for School & Office", "asin": "B0B6Y9PSTZ", "price": "$69.00", "delivery": "FREE delivery Thu, May 8"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T15:56:36.925Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>",
"index": 935,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": 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10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 150 Sheets, White (72464)\", \"asin\": \"B00JKRKJCS\", \"price\": \"$4.91\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"ViVin Lined Journal Notebooks, 3 Pack, (Black, Burgundy, Dark Green), 192 Pages, Medium 5.5 x 8.3 inch, College Ruled, A5 Hardcover Notebooks, Journaling Notebooks for Work, Writing, School\", \"asin\": \"B0DP7FXSHT\", \"price\": \"$16.49\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"24 Pack A5 Ruled Lined Kraft Notebooks Bulk, Journaling Notebooks, Soft Cover Composition Notebook, 8.3x5.5 Inches 60 Pages Travel Journal Notebooks Set for Work, School, Student, Kids, Writing\", \"asin\": \"B0DXKFWTYQ\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Hardcover Spiral Notebook Journal with Removable Dividers Tabs, 300 Pages Leather 5 Subject Notebook College Ruled, 8\\\"x10\\\" Large B5 Notebooks for Work School Note taking, Lined Journal for Women, Pink\", \"asin\": \"B0D44Y2NSF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Yoment Hardcover Spiral Notebooks for Work School Note Taking, 8\\\"x10\\\" Journal Notebook with Tabs Dividers, Multi 5 Subject Notebook College Ruled, 240 Pages Lined Journal for Women, Pink\", \"asin\": \"B0BG5NBNBG\", \"price\": \"$14.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Lined Spiral Journal Notebook for Women & Men, 140 Pages, College Ruled Hardcover Notebook for Work & Note Taking, Journals for Writing, A5(6\\\"x8\\\") - Green\", \"asin\": \"B0CT4HX4T9\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford 1-Subject Notebooks, Notebooks for School, 8 x 10.5 Inches, College Rule, 70 Sheets, Assorted Primary Colors, 3 Pack, Colors May Vary (1006792)\", \"asin\": \"B0DCWNFS3S\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"KOKUYO Composition Notebooks, 3 Pack Campus 9-3/4\\\" x 7-1/2\\\" Comp Book with College Ruled, 80 Sheets, Pink Blue Lavender School Lined Notebook Journal for Work Study Note Taking (WSG-NO-308CG1\\u00d73)\", \"asin\": \"B0C5J5KMNX\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebook, 6 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 70 Sheets per Notebook, Color Will Vary (73063)\", \"asin\": \"B00P9U2EIM\", \"price\": \"$9.31\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"SUNEE Spiral Notebooks, 1-Subject, 5 Pack, College Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets per Notebook,3-Hole Punched Paper, Pink,Purple, Blue, Green, Yellow Spiral Lined Notebooks for School,Work\", \"asin\": \"B0CQN8FVJX\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"School Smart Spiral Wide Ruled Notebook, 8 x 10-1/2 Inches\", \"asin\": \"B00PPA8BGK\", \"price\": \"$2.17\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Mead Composition Notebooks, 3 Pack, College Ruled Paper, 9-3/4\\\" x 7-1/2\\\", 100 Sheets per Comp Book, Black Marble (38111)\", \"asin\": \"B071VJPRD4\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Mead Spiral Notebooks, 6 Pack, 1-Subject, Wide Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets, Assorted Pastel Colors (930050-ECM)\", \"asin\": \"B0BX76YG4F\", \"price\": \"$8.34\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook 18 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inches, 3-Hole Punch, Assorted Colors, 70 Sheets (65206)\", \"asin\": \"B0B9VF9DXF\", \"price\": \"$26.45\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Oxford Spiral Notebook 12 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject Writing Journal, College Ruled Paper, 8 x 10-1/2 Inches, Color Assortment May Vary, 70 Lined Sheets (65205)\", \"asin\": \"B0B9W6QDPY\", \"price\": \"$18.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\\\" x 8\\\" Sheet Size, Forest Green (73176)\", \"asin\": \"B072BWTR8G\", \"price\": \"$4.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"ZICOTO Aesthetic Spiral Notebook Set of 3 For Women - Cute College Ruled 8x6 Journal/Notebook with Large Pockets And Lined Pages - Perfect Supplies to Stay Organized at Work or School\", \"asin\": \"B0BWYLWWC1\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 10\\\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)\", \"asin\": \"B01E3UIR02\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\\\" x 11\\\", 200 Sheets, Black (73144)\", \"asin\": \"B00X7X2KIC\", \"price\": \"$15.77\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook, Bulk Wide Ruled Spiral Notebooks for School, Pastel Colors, 1 Subject School Journal, 70 Wide Ruled Sheets, 8 x 10-1/2 Inch, 6 Pack, Blue Green, Pink, Purple, Yellow (63757)\", \"asin\": \"B08VF9VYLZ\", \"price\": \"$9.63\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Spiral Notebooks, 12 Pack, 1 Subject Notebook, Wide Ruled, 70 Sheets, 8 x 10-1/2\\\", 3 Hole Punched, School Supplies, Bulk Single Subject Spiral Notebook Bulk, Assorted Colors Pack of Notebooks\", \"asin\": \"B0BWFD3X5S\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, 12 Pack, 1-Subject, Wide Ruled Paper, 10-1/2\\\" x 8\\\", 70 Sheets per Notebook, Color Will Vary (73699)\", \"asin\": \"B010PK6SQY\", \"price\": \"$19.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Spiral Notebook Journal 8.5\\u201d x 11\\u201d, A4 Large Pink Notebooks for Women Men, College Ruled Lined Journal, 100 GSM Paper, Plastic Hardcover Spiral Bound Journals for Work School Note Taking Business\", \"asin\": \"B0C995MCSX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\\\" x 9-3/4\\\", 100 Sheets, Assorted Bright Colors (850106-ECM)\", \"asin\": \"B0CN3T7NZ5\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"KOKUYO Spiral Notebook, 3 Pack Campus 10-1/2\\\" x 8\\\" Subject Notebooks with College Ruled, 80 Sheets, Pink Blue Green 3 Holes School Spiral Journal for Work Study Note Taking (WSG-SU-400G1\\u00d73)\", \"asin\": \"B0C5JCJ8JZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\\\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors\", \"asin\": \"B0BWF9XDK2\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford 1-Subject Notebooks, School Journal, 8 x 10-1/2 Inch, Wide Rule Paper, 70 Sheets, 3-Hole Punch, 3 Pack, Red, Blue, Green, Color Assortment May Vary (65029)\", \"asin\": \"B071CQ6JHL\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Five Star Spiral Notebook Plus Study App, 1 Subject, College Ruled Paper, 100 Sheets, 8-1/2\\\" x 11\\\", School, Amethyst Purple (38744)\", \"asin\": \"B01E0E8X4G\", \"price\": \"$7.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\\\" x 11\\\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)\", \"asin\": \"B0CJL83Q1X\", \"price\": \"$14.39\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"SUNEE 5 Subject Notebook College Ruled - 400 Pages, 8.5\\\"x11\\\", 5 Pocket Colored Dividers, 3-Hole Punched Paper, Black\", \"asin\": \"B0B18J2HPY\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6 Or FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebooks + Study App, 2 Pack, 1 Subject, College Ruled, 8-1/2\\\" x 11\\\", 80 Sheets, Petals (820331F-ECM)\", \"asin\": \"B0CPHRF7WW\", \"price\": \"$11.93\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Cambridge Notebook, Business Notebook, 8-1/4\\\" x 11\\\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)\", \"asin\": \"B0000AQONQ\", \"price\": \"$9.56\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Composition Notebooks, Wide Ruled Paper, 9-3/4\\\" x 7-1/2\\\", Assorted Marble Covers, 100 Sheets, 12 per Pack, Colors May Vary (63794)\", \"asin\": \"B009NKWY34\", \"price\": \"$29.39\", \"delivery\": \" Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM\"},\n {\"title\": \"Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)\", \"asin\": \"B09FG45HFT\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Composition Notebooks, School Supplies, Notebooks for School, Writing Journal, Wide Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Black, 6 Pack (63764)\", \"asin\": \"B08485GYKM\", \"price\": \"$12.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\\\" x 7-1/2\\\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies\", \"asin\": \"B0B2DRXFGW\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Trail maker 50 Pack Bulk Black and White Composition Notebook Wide Ruled, 200 Pages (100 Sheets), 9-3/4 x 7-1/2\\\", Hard Cover Bulk School Supplies Marble Composition Books for School & Office\", \"asin\": \"B0B6Y9PSTZ\", \"price\": \"$69.00\", \"delivery\": \"FREE delivery Thu, May 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T15:56:36.925Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": 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This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"notebooks for school\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Five Star Spiral Notebook, 2 Subject, College Ruled, 9 1/2\\\" x 6\\\" 80 Sheets, Amethyst Purple (840029CF1-ECM)\", \"asin\": \"B0CWS1R8JT\", \"price\": \"$2.47\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 200 Sheets, Black (72081)\", \"asin\": \"B003O2RXUQ\", \"price\": \"$5.68\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, 6 Pack, 1-Subject, College Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets, Assorted Pastel Colors (830049)\", \"asin\": \"B0CN3SQYN3\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Composition, Wide Ruled Comp Book, Writing Journal Notebook with Lined Paper, Home School Supplies for College Students & K-12, 9-3/4\\\" x 7-1/2\\\", 100 Sheets, Black Marble (09910)\", \"asin\": \"B00006IDM7\", \"price\": \"$2.28\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook 6 Pack, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Color Assortment Design May Vary (65007)\", \"asin\": \"B00D3OR58A\", \"price\": \"$11.22\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook, 1 Subject, College Ruled Paper, 7\\\" x 4-3/8\\\", Personal Size, 80 Sheets, Black (450048AA2-ECM)\", \"asin\": \"B0CWS2CTQ4\", \"price\": \"$2.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, College Ruled Paper, 8-1/2\\\" x 11\\\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Black, Red, Blue, Green, White, Purple (38052)\", \"asin\": \"B01BHL3DCC\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 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10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"ZICOTO Aesthetic Spiral Notebook Set of 3 For Women - Cute College Ruled 8x6 Journal/Notebook with Large Pockets And Lined Pages - Perfect Supplies to Stay Organized at Work or School\", \"asin\": \"B0BWYLWWC1\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook 18 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inches, 3-Hole Punch, Assorted Colors, 70 Sheets (65206)\", \"asin\": \"B0B9VF9DXF\", \"price\": \"$26.45\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 10\\\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)\", \"asin\": \"B01E3UIR02\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\\\" x 9-3/4\\\", 100 Sheets, Assorted Bright Colors (850106-ECM)\", \"asin\": \"B0CN3T7NZ5\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\\\" x 11\\\", 200 Sheets, Black (73144)\", \"asin\": \"B00X7X2KIC\", \"price\": \"$15.77\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)\", \"asin\": \"B09FG45HFT\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\\\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors\", \"asin\": \"B0BWF9XDK2\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebook, 24 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 70 Sheets per Notebook, Color Will Vary (05510)\", \"asin\": \"B010PK6S9G\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Cambridge Notebook, Business Notebook, 8-1/4\\\" x 11\\\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)\", \"asin\": \"B0000AQONQ\", \"price\": \"$9.56\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\\\" x 11\\\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)\", \"asin\": \"B0CJL83Q1X\", \"price\": \"$14.39\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\\\" x 7-1/2\\\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies\", \"asin\": \"B0B2DRXFGW\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Wide Ruled 8.5 x 11.75-Inch 50 Sheet Perforated Lined Writing Note Pads, Pack of 6, 300 Count, Multicolor\", \"asin\": \"B086LW3VDD\", \"price\": \"$19.10\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Aesthetic Thick Spiral Notebook Journal For Women in B5 Format - Modern Linen Hardcover College Ruled Note Book With 300 Lined Pages - Perfect For Writing And Staying Organized at Work or School\", \"asin\": \"B0CLVBLNQC\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"4 PCS Small Spiral Notebook 5x7, Spiral Journal Notebook, Notebooks for Work, Note Taking, School, Small Notebooks 5x7 with Strap, Cute Notebooks for Women 50 Sheets\", \"asin\": \"B0DGV3BFRY\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebook, 1-Subject, Graph Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 100 Sheets, Green (05676AC5)\", \"asin\": \"B07DPD3M4Z\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Spiral Journal Notebook for Women, A5 College Ruled Journals for Writing, Hardcover Notebooks for Work, Note taking and Office School Supplies,140 Pages - Purple\", \"asin\": \"B0CZ6PW951\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 1 Subject, Graph Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 100 Sheets, Black (73679)\", \"asin\": \"B07FBC8P59\", \"price\": \"$9.87\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 8mm Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (style 10-Wine Red,Brown,Green,ivory, A5)\", \"asin\": \"B08NYRMWZ8\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Classic Lined Notebook, 240 Pages Hardcover, 5 x 8.25-Inch, Black\", \"asin\": \"B01DN8TCEU\", \"price\": \"$9.02\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\\\"\\u00d78.3\\\"(Brown)\", \"asin\": \"B0B4DKQSDV\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Composition Notebook 6 Pack, College Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Assorted Marble Covers. 2 Each: Blue, Green, Red (63763)\", \"asin\": \"B08VFCHYLD\", \"price\": \"$12.76\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Professional Journal, 10.5X7.5 inches, Black, 2-Pack\", \"asin\": \"B07YLTJHH4\", \"price\": \"$22.79\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Spiral Notebook Journal for Work, 300 Pages Thick B5 (7.1\\\"x10\\\") College Ruled Journal for Women & Writing, Hardcover Notebook for Note Taking, Perfect for Office Home School Supplies, Green\", \"asin\": \"B0D7GG3TG8\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Utron 3 PCS Small Spiral Notebook 5x7, Notebooks for Note Taking, Morandi Spiral Journal Notebook, Work Notebook Small Notebooks 5x7 with Strap, Cute Notebooks for Women 70 Sheets/Note Books\", \"asin\": \"B0CQJNQTM6\", \"price\": \"$7.19\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"SUIN Hardcover-Journal-Notebooks, 6 Packs A5 Lined Journals Notebook for Writing 200 Pages, 8.2 x 5.5 inch, 6 Colors Classic Ruled Notebooks for Work/Travel/College\", \"asin\": \"B09NS6VP4W\", \"price\": \"$33.29\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, Graph Ruled Paper, 8-1/2\\\" x 11\\\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Purple, Orange, Green, Blue, Gray, Black (73549)\", \"asin\": \"B071NTLWX7\", \"price\": \"$30.04\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\\\" x 8\\\" Sheet Size, Harvest Yellow (73463)\", \"asin\": \"B071S7KZ9M\", \"price\": \"$4.78\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Composition Notebooks, School Supplies, Notebooks for School, College Ruled Paper, 9-3/4 x 7-1/2 Inches, School Comp Book, Black Marble Covers, 100 Lined Sheets, 12 per Pack (63796)\", \"asin\": \"B007XZKFSM\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Spiral Notebook 4Pack Pocket Notebook 4.2\\\"x 6.1\\\" Pocket Notepad Small Notebook (4Pack Spiral Notebook)\", \"asin\": \"B0C2PDXCK7\", \"price\": \"$3.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"24 Pack Blank Books for Kids to Write Stories, A6 Colorful Notebooks Bulk, 4.3x5.5 in Unlined Travel Journals Scrapbooks for Students Sketching\", \"asin\": \"B07D8H8G68\", \"price\": \"$14.25\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"PAPERAGE Lined Journal Notebook, (Black), 160 Pages, Medium 5.6 inches x 8 inches - 100 GSM Thick Paper, Hardcover\", \"asin\": \"B07L4JCG7T\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Journaling Notebooks, Lined Spiral Journal Notebook for Women & Men, 146 Pages College Ruled Hardcover Note Book for Work, Note Taking, Journaling, School, Writing, A5(5.5''x8'')\", \"asin\": \"B0D8BHFTGB\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Blank Spiral Notebook, 2-Pack, Soft Cover, Sketch book, 100 Pages / 50 Sheets, 7.5 inch x 5.1 inch, 100GSM, (Black)\", \"asin\": \"B0BHH42JZ1\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Comix 6 Pack Lined Journal Notebooks for Work, 240 Pages, 5.5\\\"x8.3\\\", Black, Hardcover, A5 Medium College Ruled, Journaling Notebooks for Notes-taking, Fits for Office School Home\", \"asin\": \"B09V1254RZ\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T15:57:05.461Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T15:57:05.461Z
|
click
|
filter
|
rule
|
2025-05-05T15:57:05.461Z
|
train
| 936 |
2025-05-05T15:57:05.461Z
|
click
|
filter
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"}
{"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"}
{"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "notebooks for school"
}
],
"search_results": [
{"title": "Five Star Spiral Notebook, 2 Subject, College Ruled, 9 1/2\" x 6\" 80 Sheets, Amethyst Purple (840029CF1-ECM)", "asin": "B0CWS1R8JT", "price": "$2.47", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 200 Sheets, Black (72081)", "asin": "B003O2RXUQ", "price": "$5.68", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Spiral Notebooks, 6 Pack, 1-Subject, College Ruled Paper, 8\" x 10-1/2\", 70 Sheets, Assorted Pastel Colors (830049)", "asin": "B0CN3SQYN3", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Composition, Wide Ruled Comp Book, Writing Journal Notebook with Lined Paper, Home School Supplies for College Students & K-12, 9-3/4\" x 7-1/2\", 100 Sheets, Black Marble (09910)", "asin": "B00006IDM7", "price": "$2.28", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford Spiral Notebook 6 Pack, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Color Assortment Design May Vary (65007)", "asin": "B00D3OR58A", "price": "$11.22", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebook, 1 Subject, College Ruled Paper, 7\" x 4-3/8\", Personal Size, 80 Sheets, Black (450048AA2-ECM)", "asin": "B0CWS2CTQ4", "price": "$2.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, College Ruled Paper, 8-1/2\" x 11\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Black, Red, Blue, Green, White, Purple (38052)", "asin": "B01BHL3DCC", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Spiral Notebooks, 6 Pack, 1 Subject, College Ruled Paper, 7-1/2\" x 10-1/2\", 70 Sheets per Notebook, Color Will Vary (73065)", "asin": "B00P9U2EM8", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Hardcover Spiral Notebook Journal with Removable Dividers Tabs, 300 Pages Leather 5 Subject Notebook College Ruled, 8\"x10\" Large B5 Notebooks for Work School Note taking, Lined Journal for Women, Pink", "asin": "B0D44Y2NSF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Lined Spiral Journal Notebook for Women & Men, 140 Pages, College Ruled Hardcover Notebook for Work & Note Taking, Journals for Writing, A5(6\"x8\") - Green", "asin": "B0CT4HX4T9", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebook + Study App, 3 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 150 Sheets, White (72464)", "asin": "B00JKRKJCS", "price": "$4.91", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford Spiral Notebook, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Pastel Pink, Orange, Yellow, Green, Blue and Purple, 70 Sheets (63756), Set of 6", "asin": "B08VF9B772", "price": "$11.09", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Spiral Notebooks, 6 Pack, 1-Subject, Wide Ruled Paper, 8\" x 10-1/2\", 70 Sheets, Assorted Pastel Colors (930050-ECM)", "asin": "B0BX76YG4F", "price": "$8.34", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford 1-Subject Notebooks, Notebooks for School, 8 x 10.5 Inches, College Rule, 70 Sheets, Assorted Primary Colors, 3 Pack, Colors May Vary (1006792)", "asin": "B0DCWNFS3S", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "ZICOTO Aesthetic Spiral Notebook Set of 3 For Women - Cute College Ruled 8x6 Journal/Notebook with Large Pockets And Lined Pages - Perfect Supplies to Stay Organized at Work or School", "asin": "B0BWYLWWC1", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford Spiral Notebook 18 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inches, 3-Hole Punch, Assorted Colors, 70 Sheets (65206)", "asin": "B0B9VF9DXF", "price": "$26.45", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 10\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)", "asin": "B01E3UIR02", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\" x 9-3/4\", 100 Sheets, Assorted Bright Colors (850106-ECM)", "asin": "B0CN3T7NZ5", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\" x 11\", 200 Sheets, Black (73144)", "asin": "B00X7X2KIC", "price": "$15.77", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)", "asin": "B09FG45HFT", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors", "asin": "B0BWF9XDK2", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Spiral Notebook, 24 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\" x 10-1/2\", 70 Sheets per Notebook, Color Will Vary (05510)", "asin": "B010PK6S9G", "price": "$35.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Cambridge Notebook, Business Notebook, 8-1/4\" x 11\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)", "asin": "B0000AQONQ", "price": "$9.56", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\" x 11\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)", "asin": "B0CJL83Q1X", "price": "$14.39", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\" x 7-1/2\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies", "asin": "B0B2DRXFGW", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Amazon Basics Wide Ruled 8.5 x 11.75-Inch 50 Sheet Perforated Lined Writing Note Pads, Pack of 6, 300 Count, Multicolor", "asin": "B086LW3VDD", "price": "$19.10", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Aesthetic Thick Spiral Notebook Journal For Women in B5 Format - Modern Linen Hardcover College Ruled Note Book With 300 Lined Pages - Perfect For Writing And Staying Organized at Work or School", "asin": "B0CLVBLNQC", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "4 PCS Small Spiral Notebook 5x7, Spiral Journal Notebook, Notebooks for Work, Note Taking, School, Small Notebooks 5x7 with Strap, Cute Notebooks for Women 50 Sheets", "asin": "B0DGV3BFRY", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Spiral Notebook, 1-Subject, Graph Ruled Paper, 7-1/2\" x 10-1/2\", 100 Sheets, Green (05676AC5)", "asin": "B07DPD3M4Z", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Lined Spiral Journal Notebook for Women, A5 College Ruled Journals for Writing, Hardcover Notebooks for Work, Note taking and Office School Supplies,140 Pages - Purple", "asin": "B0CZ6PW951", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebook + Study App, 1 Subject, Graph Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 100 Sheets, Black (73679)", "asin": "B07FBC8P59", "price": "$9.87", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 8mm Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (style 10-Wine Red,Brown,Green,ivory, A5)", "asin": "B08NYRMWZ8", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Amazon Basics Classic Lined Notebook, 240 Pages Hardcover, 5 x 8.25-Inch, Black", "asin": "B01DN8TCEU", "price": "$9.02", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\"\u00d78.3\"(Brown)", "asin": "B0B4DKQSDV", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford Composition Notebook 6 Pack, College Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Assorted Marble Covers. 2 Each: Blue, Green, Red (63763)", "asin": "B08VFCHYLD", "price": "$12.76", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Amazon Basics Professional Journal, 10.5X7.5 inches, Black, 2-Pack", "asin": "B07YLTJHH4", "price": "$22.79", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Lined Spiral Notebook Journal for Work, 300 Pages Thick B5 (7.1\"x10\") College Ruled Journal for Women & Writing, Hardcover Notebook for Note Taking, Perfect for Office Home School Supplies, Green", "asin": "B0D7GG3TG8", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Utron 3 PCS Small Spiral Notebook 5x7, Notebooks for Note Taking, Morandi Spiral Journal Notebook, Work Notebook Small Notebooks 5x7 with Strap, Cute Notebooks for Women 70 Sheets/Note Books", "asin": "B0CQJNQTM6", "price": "$7.19", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "SUIN Hardcover-Journal-Notebooks, 6 Packs A5 Lined Journals Notebook for Writing 200 Pages, 8.2 x 5.5 inch, 6 Colors Classic Ruled Notebooks for Work/Travel/College", "asin": "B09NS6VP4W", "price": "$33.29", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, Graph Ruled Paper, 8-1/2\" x 11\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Purple, Orange, Green, Blue, Gray, Black (73549)", "asin": "B071NTLWX7", "price": "$30.04", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\" x 8\" Sheet Size, Harvest Yellow (73463)", "asin": "B071S7KZ9M", "price": "$4.78", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford Composition Notebooks, School Supplies, Notebooks for School, College Ruled Paper, 9-3/4 x 7-1/2 Inches, School Comp Book, Black Marble Covers, 100 Lined Sheets, 12 per Pack (63796)", "asin": "B007XZKFSM", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Spiral Notebook 4Pack Pocket Notebook 4.2\"x 6.1\" Pocket Notepad Small Notebook (4Pack Spiral Notebook)", "asin": "B0C2PDXCK7", "price": "$3.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "24 Pack Blank Books for Kids to Write Stories, A6 Colorful Notebooks Bulk, 4.3x5.5 in Unlined Travel Journals Scrapbooks for Students Sketching", "asin": "B07D8H8G68", "price": "$14.25", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "PAPERAGE Lined Journal Notebook, (Black), 160 Pages, Medium 5.6 inches x 8 inches - 100 GSM Thick Paper, Hardcover", "asin": "B07L4JCG7T", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Journaling Notebooks, Lined Spiral Journal Notebook for Women & Men, 146 Pages College Ruled Hardcover Note Book for Work, Note Taking, Journaling, School, Writing, A5(5.5''x8'')", "asin": "B0D8BHFTGB", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Blank Spiral Notebook, 2-Pack, Soft Cover, Sketch book, 100 Pages / 50 Sheets, 7.5 inch x 5.1 inch, 100GSM, (Black)", "asin": "B0BHH42JZ1", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Comix 6 Pack Lined Journal Notebooks for Work, 240 Pages, 5.5\"x8.3\", Black, Hardcover, A5 Medium College Ruled, Journaling Notebooks for Notes-taking, Fits for Office School Home", "asin": "B09V1254RZ", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T15:57:05.461Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>",
"index": 936,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"notebooks for school\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Five Star Spiral Notebook, 2 Subject, College Ruled, 9 1/2\\\" x 6\\\" 80 Sheets, Amethyst Purple (840029CF1-ECM)\", \"asin\": \"B0CWS1R8JT\", \"price\": \"$2.47\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 200 Sheets, Black (72081)\", \"asin\": \"B003O2RXUQ\", \"price\": \"$5.68\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, 6 Pack, 1-Subject, College Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets, Assorted Pastel Colors (830049)\", \"asin\": \"B0CN3SQYN3\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Composition, Wide Ruled Comp Book, Writing Journal Notebook with Lined Paper, Home School Supplies for College Students & K-12, 9-3/4\\\" x 7-1/2\\\", 100 Sheets, Black Marble (09910)\", \"asin\": \"B00006IDM7\", \"price\": \"$2.28\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook 6 Pack, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Color Assortment Design May Vary (65007)\", \"asin\": \"B00D3OR58A\", \"price\": \"$11.22\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook, 1 Subject, College Ruled Paper, 7\\\" x 4-3/8\\\", Personal Size, 80 Sheets, Black (450048AA2-ECM)\", \"asin\": \"B0CWS2CTQ4\", \"price\": \"$2.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, College Ruled Paper, 8-1/2\\\" x 11\\\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Black, Red, Blue, Green, White, Purple (38052)\", \"asin\": \"B01BHL3DCC\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, 6 Pack, 1 Subject, College Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 70 Sheets per Notebook, Color Will Vary (73065)\", \"asin\": \"B00P9U2EM8\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Hardcover Spiral Notebook Journal with Removable Dividers Tabs, 300 Pages Leather 5 Subject Notebook College Ruled, 8\\\"x10\\\" Large B5 Notebooks for Work School Note taking, Lined Journal for Women, Pink\", \"asin\": \"B0D44Y2NSF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Spiral Journal Notebook for Women & Men, 140 Pages, College Ruled Hardcover Notebook for Work & Note Taking, Journals for Writing, A5(6\\\"x8\\\") - Green\", \"asin\": \"B0CT4HX4T9\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 150 Sheets, White (72464)\", \"asin\": \"B00JKRKJCS\", \"price\": \"$4.91\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Pastel Pink, Orange, Yellow, Green, Blue and Purple, 70 Sheets (63756), Set of 6\", \"asin\": \"B08VF9B772\", \"price\": \"$11.09\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, 6 Pack, 1-Subject, Wide Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets, Assorted Pastel Colors (930050-ECM)\", \"asin\": \"B0BX76YG4F\", \"price\": \"$8.34\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford 1-Subject Notebooks, Notebooks for School, 8 x 10.5 Inches, College Rule, 70 Sheets, Assorted Primary Colors, 3 Pack, Colors May Vary (1006792)\", \"asin\": \"B0DCWNFS3S\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"ZICOTO Aesthetic Spiral Notebook Set of 3 For Women - Cute College Ruled 8x6 Journal/Notebook with Large Pockets And Lined Pages - Perfect Supplies to Stay Organized at Work or School\", \"asin\": \"B0BWYLWWC1\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook 18 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inches, 3-Hole Punch, Assorted Colors, 70 Sheets (65206)\", \"asin\": \"B0B9VF9DXF\", \"price\": \"$26.45\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 10\\\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)\", \"asin\": \"B01E3UIR02\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\\\" x 9-3/4\\\", 100 Sheets, Assorted Bright Colors (850106-ECM)\", \"asin\": \"B0CN3T7NZ5\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\\\" x 11\\\", 200 Sheets, Black (73144)\", \"asin\": \"B00X7X2KIC\", \"price\": \"$15.77\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)\", \"asin\": \"B09FG45HFT\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\\\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors\", \"asin\": \"B0BWF9XDK2\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebook, 24 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 70 Sheets per Notebook, Color Will Vary (05510)\", \"asin\": \"B010PK6S9G\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Cambridge Notebook, Business Notebook, 8-1/4\\\" x 11\\\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)\", \"asin\": \"B0000AQONQ\", \"price\": \"$9.56\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\\\" x 11\\\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)\", \"asin\": \"B0CJL83Q1X\", \"price\": \"$14.39\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\\\" x 7-1/2\\\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies\", \"asin\": \"B0B2DRXFGW\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Wide Ruled 8.5 x 11.75-Inch 50 Sheet Perforated Lined Writing Note Pads, Pack of 6, 300 Count, Multicolor\", \"asin\": \"B086LW3VDD\", \"price\": \"$19.10\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Aesthetic Thick Spiral Notebook Journal For Women in B5 Format - Modern Linen Hardcover College Ruled Note Book With 300 Lined Pages - Perfect For Writing And Staying Organized at Work or School\", \"asin\": \"B0CLVBLNQC\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"4 PCS Small Spiral Notebook 5x7, Spiral Journal Notebook, Notebooks for Work, Note Taking, School, Small Notebooks 5x7 with Strap, Cute Notebooks for Women 50 Sheets\", \"asin\": \"B0DGV3BFRY\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebook, 1-Subject, Graph Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 100 Sheets, Green (05676AC5)\", \"asin\": \"B07DPD3M4Z\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Spiral Journal Notebook for Women, A5 College Ruled Journals for Writing, Hardcover Notebooks for Work, Note taking and Office School Supplies,140 Pages - Purple\", \"asin\": \"B0CZ6PW951\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 1 Subject, Graph Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 100 Sheets, Black (73679)\", \"asin\": \"B07FBC8P59\", \"price\": \"$9.87\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 8mm Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (style 10-Wine Red,Brown,Green,ivory, A5)\", \"asin\": \"B08NYRMWZ8\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Classic Lined Notebook, 240 Pages Hardcover, 5 x 8.25-Inch, Black\", \"asin\": \"B01DN8TCEU\", \"price\": \"$9.02\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\\\"\\u00d78.3\\\"(Brown)\", \"asin\": \"B0B4DKQSDV\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Composition Notebook 6 Pack, College Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Assorted Marble Covers. 2 Each: Blue, Green, Red (63763)\", \"asin\": \"B08VFCHYLD\", \"price\": \"$12.76\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Professional Journal, 10.5X7.5 inches, Black, 2-Pack\", \"asin\": \"B07YLTJHH4\", \"price\": \"$22.79\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Spiral Notebook Journal for Work, 300 Pages Thick B5 (7.1\\\"x10\\\") College Ruled Journal for Women & Writing, Hardcover Notebook for Note Taking, Perfect for Office Home School Supplies, Green\", \"asin\": \"B0D7GG3TG8\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Utron 3 PCS Small Spiral Notebook 5x7, Notebooks for Note Taking, Morandi Spiral Journal Notebook, Work Notebook Small Notebooks 5x7 with Strap, Cute Notebooks for Women 70 Sheets/Note Books\", \"asin\": \"B0CQJNQTM6\", \"price\": \"$7.19\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"SUIN Hardcover-Journal-Notebooks, 6 Packs A5 Lined Journals Notebook for Writing 200 Pages, 8.2 x 5.5 inch, 6 Colors Classic Ruled Notebooks for Work/Travel/College\", \"asin\": \"B09NS6VP4W\", \"price\": \"$33.29\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, Graph Ruled Paper, 8-1/2\\\" x 11\\\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Purple, Orange, Green, Blue, Gray, Black (73549)\", \"asin\": \"B071NTLWX7\", \"price\": \"$30.04\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\\\" x 8\\\" Sheet Size, Harvest Yellow (73463)\", \"asin\": \"B071S7KZ9M\", \"price\": \"$4.78\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Composition Notebooks, School Supplies, Notebooks for School, College Ruled Paper, 9-3/4 x 7-1/2 Inches, School Comp Book, Black Marble Covers, 100 Lined Sheets, 12 per Pack (63796)\", \"asin\": \"B007XZKFSM\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Spiral Notebook 4Pack Pocket Notebook 4.2\\\"x 6.1\\\" Pocket Notepad Small Notebook (4Pack Spiral Notebook)\", \"asin\": \"B0C2PDXCK7\", \"price\": \"$3.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"24 Pack Blank Books for Kids to Write Stories, A6 Colorful Notebooks Bulk, 4.3x5.5 in Unlined Travel Journals Scrapbooks for Students Sketching\", \"asin\": \"B07D8H8G68\", \"price\": \"$14.25\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"PAPERAGE Lined Journal Notebook, (Black), 160 Pages, Medium 5.6 inches x 8 inches - 100 GSM Thick Paper, Hardcover\", \"asin\": \"B07L4JCG7T\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Journaling Notebooks, Lined Spiral Journal Notebook for Women & Men, 146 Pages College Ruled Hardcover Note Book for Work, Note Taking, Journaling, School, Writing, A5(5.5''x8'')\", \"asin\": \"B0D8BHFTGB\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Blank Spiral Notebook, 2-Pack, Soft Cover, Sketch book, 100 Pages / 50 Sheets, 7.5 inch x 5.1 inch, 100GSM, (Black)\", \"asin\": \"B0BHH42JZ1\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Comix 6 Pack Lined Journal Notebooks for Work, 240 Pages, 5.5\\\"x8.3\\\", Black, Hardcover, A5 Medium College Ruled, Journaling Notebooks for Notes-taking, Fits for Office School Home\", \"asin\": \"B09V1254RZ\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T15:57:05.461Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", 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\"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:05.461Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"notebooks for school\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Five Star Spiral Notebook, 2 Subject, College Ruled, 9 1/2\\\" x 6\\\" 80 Sheets, Amethyst Purple (840029CF1-ECM)\", \"asin\": \"B0CWS1R8JT\", \"price\": \"$2.47\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 200 Sheets, Black (72081)\", \"asin\": \"B003O2RXUQ\", \"price\": \"$5.68\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, 6 Pack, 1-Subject, College Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets, Assorted Pastel Colors (830049)\", \"asin\": \"B0CN3SQYN3\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Composition, Wide Ruled Comp Book, Writing Journal Notebook with Lined Paper, Home School Supplies for College Students & K-12, 9-3/4\\\" x 7-1/2\\\", 100 Sheets, Black Marble (09910)\", \"asin\": \"B00006IDM7\", \"price\": \"$2.28\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook 6 Pack, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Color Assortment Design May Vary (65007)\", \"asin\": \"B00D3OR58A\", \"price\": \"$11.22\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook, 1 Subject, College Ruled Paper, 7\\\" x 4-3/8\\\", Personal Size, 80 Sheets, Black (450048AA2-ECM)\", \"asin\": \"B0CWS2CTQ4\", \"price\": \"$2.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, College Ruled Paper, 8-1/2\\\" x 11\\\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Black, Red, Blue, Green, White, Purple (38052)\", \"asin\": \"B01BHL3DCC\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, 6 Pack, 1 Subject, College Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 70 Sheets per Notebook, Color Will Vary (73065)\", \"asin\": \"B00P9U2EM8\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Hardcover Spiral Notebook Journal with Removable Dividers Tabs, 300 Pages Leather 5 Subject Notebook College Ruled, 8\\\"x10\\\" Large B5 Notebooks for Work School Note taking, Lined Journal for Women, Pink\", \"asin\": \"B0D44Y2NSF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Spiral Journal Notebook for Women & Men, 140 Pages, College Ruled Hardcover Notebook for Work & Note Taking, Journals for Writing, A5(6\\\"x8\\\") - Green\", \"asin\": \"B0CT4HX4T9\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 150 Sheets, White (72464)\", \"asin\": \"B00JKRKJCS\", \"price\": \"$4.91\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Pastel Pink, Orange, Yellow, Green, Blue and Purple, 70 Sheets (63756), Set of 6\", \"asin\": \"B08VF9B772\", \"price\": \"$11.09\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, 6 Pack, 1-Subject, Wide Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets, Assorted Pastel Colors (930050-ECM)\", \"asin\": \"B0BX76YG4F\", \"price\": \"$8.34\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford 1-Subject Notebooks, Notebooks for School, 8 x 10.5 Inches, College Rule, 70 Sheets, Assorted Primary Colors, 3 Pack, Colors May Vary (1006792)\", \"asin\": \"B0DCWNFS3S\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"ZICOTO Aesthetic Spiral Notebook Set of 3 For Women - Cute College Ruled 8x6 Journal/Notebook with Large Pockets And Lined Pages - Perfect Supplies to Stay Organized at Work or School\", \"asin\": \"B0BWYLWWC1\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook 18 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inches, 3-Hole Punch, Assorted Colors, 70 Sheets (65206)\", \"asin\": \"B0B9VF9DXF\", \"price\": \"$26.45\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 10\\\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)\", \"asin\": \"B01E3UIR02\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\\\" x 9-3/4\\\", 100 Sheets, Assorted Bright Colors (850106-ECM)\", \"asin\": \"B0CN3T7NZ5\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\\\" x 11\\\", 200 Sheets, Black (73144)\", \"asin\": \"B00X7X2KIC\", \"price\": \"$15.77\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)\", \"asin\": \"B09FG45HFT\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\\\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors\", \"asin\": \"B0BWF9XDK2\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebook, 24 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 70 Sheets per Notebook, Color Will Vary (05510)\", \"asin\": \"B010PK6S9G\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Cambridge Notebook, Business Notebook, 8-1/4\\\" x 11\\\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)\", \"asin\": \"B0000AQONQ\", \"price\": \"$9.56\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\\\" x 11\\\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)\", \"asin\": \"B0CJL83Q1X\", \"price\": \"$14.39\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\\\" x 7-1/2\\\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies\", \"asin\": \"B0B2DRXFGW\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Wide Ruled 8.5 x 11.75-Inch 50 Sheet Perforated Lined Writing Note Pads, Pack of 6, 300 Count, Multicolor\", \"asin\": \"B086LW3VDD\", \"price\": \"$19.10\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Aesthetic Thick Spiral Notebook Journal For Women in B5 Format - Modern Linen Hardcover College Ruled Note Book With 300 Lined Pages - Perfect For Writing And Staying Organized at Work or School\", \"asin\": \"B0CLVBLNQC\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"4 PCS Small Spiral Notebook 5x7, Spiral Journal Notebook, Notebooks for Work, Note Taking, School, Small Notebooks 5x7 with Strap, Cute Notebooks for Women 50 Sheets\", \"asin\": \"B0DGV3BFRY\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebook, 1-Subject, Graph Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 100 Sheets, Green (05676AC5)\", \"asin\": \"B07DPD3M4Z\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Spiral Journal Notebook for Women, A5 College Ruled Journals for Writing, Hardcover Notebooks for Work, Note taking and Office School Supplies,140 Pages - Purple\", \"asin\": \"B0CZ6PW951\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 1 Subject, Graph Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 100 Sheets, Black (73679)\", \"asin\": \"B07FBC8P59\", \"price\": \"$9.87\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 8mm Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (style 10-Wine Red,Brown,Green,ivory, A5)\", \"asin\": \"B08NYRMWZ8\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Classic Lined Notebook, 240 Pages Hardcover, 5 x 8.25-Inch, Black\", \"asin\": \"B01DN8TCEU\", \"price\": \"$9.02\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\\\"\\u00d78.3\\\"(Brown)\", \"asin\": \"B0B4DKQSDV\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Composition Notebook 6 Pack, College Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Assorted Marble Covers. 2 Each: Blue, Green, Red (63763)\", \"asin\": \"B08VFCHYLD\", \"price\": \"$12.76\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Professional Journal, 10.5X7.5 inches, Black, 2-Pack\", \"asin\": \"B07YLTJHH4\", \"price\": \"$22.79\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Spiral Notebook Journal for Work, 300 Pages Thick B5 (7.1\\\"x10\\\") College Ruled Journal for Women & Writing, Hardcover Notebook for Note Taking, Perfect for Office Home School Supplies, Green\", \"asin\": \"B0D7GG3TG8\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Utron 3 PCS Small Spiral Notebook 5x7, Notebooks for Note Taking, Morandi Spiral Journal Notebook, Work Notebook Small Notebooks 5x7 with Strap, Cute Notebooks for Women 70 Sheets/Note Books\", \"asin\": \"B0CQJNQTM6\", \"price\": \"$7.19\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"SUIN Hardcover-Journal-Notebooks, 6 Packs A5 Lined Journals Notebook for Writing 200 Pages, 8.2 x 5.5 inch, 6 Colors Classic Ruled Notebooks for Work/Travel/College\", \"asin\": \"B09NS6VP4W\", \"price\": \"$33.29\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, Graph Ruled Paper, 8-1/2\\\" x 11\\\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Purple, Orange, Green, Blue, Gray, Black (73549)\", \"asin\": \"B071NTLWX7\", \"price\": \"$30.04\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\\\" x 8\\\" Sheet Size, Harvest Yellow (73463)\", \"asin\": \"B071S7KZ9M\", \"price\": \"$4.78\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Composition Notebooks, School Supplies, Notebooks for School, College Ruled Paper, 9-3/4 x 7-1/2 Inches, School Comp Book, Black Marble Covers, 100 Lined Sheets, 12 per Pack (63796)\", \"asin\": \"B007XZKFSM\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Spiral Notebook 4Pack Pocket Notebook 4.2\\\"x 6.1\\\" Pocket Notepad Small Notebook (4Pack Spiral Notebook)\", \"asin\": \"B0C2PDXCK7\", \"price\": \"$3.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"24 Pack Blank Books for Kids to Write Stories, A6 Colorful Notebooks Bulk, 4.3x5.5 in Unlined Travel Journals Scrapbooks for Students Sketching\", \"asin\": \"B07D8H8G68\", \"price\": \"$14.25\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"PAPERAGE Lined Journal Notebook, (Black), 160 Pages, Medium 5.6 inches x 8 inches - 100 GSM Thick Paper, Hardcover\", \"asin\": \"B07L4JCG7T\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Journaling Notebooks, Lined Spiral Journal Notebook for Women & Men, 146 Pages College Ruled Hardcover Note Book for Work, Note Taking, Journaling, School, Writing, A5(5.5''x8'')\", \"asin\": \"B0D8BHFTGB\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Blank Spiral Notebook, 2-Pack, Soft Cover, Sketch book, 100 Pages / 50 Sheets, 7.5 inch x 5.1 inch, 100GSM, (Black)\", \"asin\": \"B0BHH42JZ1\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Comix 6 Pack Lined Journal Notebooks for Work, 240 Pages, 5.5\\\"x8.3\\\", Black, Hardcover, A5 Medium College Ruled, Journaling Notebooks for Notes-taking, Fits for Office School Home\", \"asin\": \"B09V1254RZ\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T15:57:06.820Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-05T15:57:06.820Z
|
click
|
filter
|
rule
|
2025-05-05T15:57:06.820Z
|
train
| 937 |
2025-05-05T15:57:06.820Z
|
click
|
filter
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
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{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
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{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
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{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"}
{"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"}
{"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-05T15:57:05.461Z", "action": "click", "action_argument": "filter"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "notebooks for school"
}
],
"search_results": [
{"title": "Five Star Spiral Notebook, 2 Subject, College Ruled, 9 1/2\" x 6\" 80 Sheets, Amethyst Purple (840029CF1-ECM)", "asin": "B0CWS1R8JT", "price": "$2.47", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 200 Sheets, Black (72081)", "asin": "B003O2RXUQ", "price": "$5.68", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Spiral Notebooks, 6 Pack, 1-Subject, College Ruled Paper, 8\" x 10-1/2\", 70 Sheets, Assorted Pastel Colors (830049)", "asin": "B0CN3SQYN3", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Composition, Wide Ruled Comp Book, Writing Journal Notebook with Lined Paper, Home School Supplies for College Students & K-12, 9-3/4\" x 7-1/2\", 100 Sheets, Black Marble (09910)", "asin": "B00006IDM7", "price": "$2.28", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford Spiral Notebook 6 Pack, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Color Assortment Design May Vary (65007)", "asin": "B00D3OR58A", "price": "$11.22", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebook, 1 Subject, College Ruled Paper, 7\" x 4-3/8\", Personal Size, 80 Sheets, Black (450048AA2-ECM)", "asin": "B0CWS2CTQ4", "price": "$2.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, College Ruled Paper, 8-1/2\" x 11\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Black, Red, Blue, Green, White, Purple (38052)", "asin": "B01BHL3DCC", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Spiral Notebooks, 6 Pack, 1 Subject, College Ruled Paper, 7-1/2\" x 10-1/2\", 70 Sheets per Notebook, Color Will Vary (73065)", "asin": "B00P9U2EM8", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Hardcover Spiral Notebook Journal with Removable Dividers Tabs, 300 Pages Leather 5 Subject Notebook College Ruled, 8\"x10\" Large B5 Notebooks for Work School Note taking, Lined Journal for Women, Pink", "asin": "B0D44Y2NSF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Lined Spiral Journal Notebook for Women & Men, 140 Pages, College Ruled Hardcover Notebook for Work & Note Taking, Journals for Writing, A5(6\"x8\") - Green", "asin": "B0CT4HX4T9", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebook + Study App, 3 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 150 Sheets, White (72464)", "asin": "B00JKRKJCS", "price": "$4.91", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford Spiral Notebook, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Pastel Pink, Orange, Yellow, Green, Blue and Purple, 70 Sheets (63756), Set of 6", "asin": "B08VF9B772", "price": "$11.09", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Spiral Notebooks, 6 Pack, 1-Subject, Wide Ruled Paper, 8\" x 10-1/2\", 70 Sheets, Assorted Pastel Colors (930050-ECM)", "asin": "B0BX76YG4F", "price": "$8.34", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford 1-Subject Notebooks, Notebooks for School, 8 x 10.5 Inches, College Rule, 70 Sheets, Assorted Primary Colors, 3 Pack, Colors May Vary (1006792)", "asin": "B0DCWNFS3S", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "ZICOTO Aesthetic Spiral Notebook Set of 3 For Women - Cute College Ruled 8x6 Journal/Notebook with Large Pockets And Lined Pages - Perfect Supplies to Stay Organized at Work or School", "asin": "B0BWYLWWC1", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford Spiral Notebook 18 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inches, 3-Hole Punch, Assorted Colors, 70 Sheets (65206)", "asin": "B0B9VF9DXF", "price": "$26.45", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 10\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)", "asin": "B01E3UIR02", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\" x 9-3/4\", 100 Sheets, Assorted Bright Colors (850106-ECM)", "asin": "B0CN3T7NZ5", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\" x 11\", 200 Sheets, Black (73144)", "asin": "B00X7X2KIC", "price": "$15.77", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)", "asin": "B09FG45HFT", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors", "asin": "B0BWF9XDK2", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Spiral Notebook, 24 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\" x 10-1/2\", 70 Sheets per Notebook, Color Will Vary (05510)", "asin": "B010PK6S9G", "price": "$35.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Cambridge Notebook, Business Notebook, 8-1/4\" x 11\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)", "asin": "B0000AQONQ", "price": "$9.56", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\" x 11\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)", "asin": "B0CJL83Q1X", "price": "$14.39", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\" x 7-1/2\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies", "asin": "B0B2DRXFGW", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Amazon Basics Wide Ruled 8.5 x 11.75-Inch 50 Sheet Perforated Lined Writing Note Pads, Pack of 6, 300 Count, Multicolor", "asin": "B086LW3VDD", "price": "$19.10", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Aesthetic Thick Spiral Notebook Journal For Women in B5 Format - Modern Linen Hardcover College Ruled Note Book With 300 Lined Pages - Perfect For Writing And Staying Organized at Work or School", "asin": "B0CLVBLNQC", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "4 PCS Small Spiral Notebook 5x7, Spiral Journal Notebook, Notebooks for Work, Note Taking, School, Small Notebooks 5x7 with Strap, Cute Notebooks for Women 50 Sheets", "asin": "B0DGV3BFRY", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Mead Spiral Notebook, 1-Subject, Graph Ruled Paper, 7-1/2\" x 10-1/2\", 100 Sheets, Green (05676AC5)", "asin": "B07DPD3M4Z", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Lined Spiral Journal Notebook for Women, A5 College Ruled Journals for Writing, Hardcover Notebooks for Work, Note taking and Office School Supplies,140 Pages - Purple", "asin": "B0CZ6PW951", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Five Star Spiral Notebook + Study App, 1 Subject, Graph Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\" x 11\", 100 Sheets, Black (73679)", "asin": "B07FBC8P59", "price": "$9.87", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 8mm Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (style 10-Wine Red,Brown,Green,ivory, A5)", "asin": "B08NYRMWZ8", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Amazon Basics Classic Lined Notebook, 240 Pages Hardcover, 5 x 8.25-Inch, Black", "asin": "B01DN8TCEU", "price": "$9.02", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\"\u00d78.3\"(Brown)", "asin": "B0B4DKQSDV", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford Composition Notebook 6 Pack, College Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Assorted Marble Covers. 2 Each: Blue, Green, Red (63763)", "asin": "B08VFCHYLD", "price": "$12.76", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Amazon Basics Professional Journal, 10.5X7.5 inches, Black, 2-Pack", "asin": "B07YLTJHH4", "price": "$22.79", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Lined Spiral Notebook Journal for Work, 300 Pages Thick B5 (7.1\"x10\") College Ruled Journal for Women & Writing, Hardcover Notebook for Note Taking, Perfect for Office Home School Supplies, Green", "asin": "B0D7GG3TG8", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Utron 3 PCS Small Spiral Notebook 5x7, Notebooks for Note Taking, Morandi Spiral Journal Notebook, Work Notebook Small Notebooks 5x7 with Strap, Cute Notebooks for Women 70 Sheets/Note Books", "asin": "B0CQJNQTM6", "price": "$7.19", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "SUIN Hardcover-Journal-Notebooks, 6 Packs A5 Lined Journals Notebook for Writing 200 Pages, 8.2 x 5.5 inch, 6 Colors Classic Ruled Notebooks for Work/Travel/College", "asin": "B09NS6VP4W", "price": "$33.29", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, Graph Ruled Paper, 8-1/2\" x 11\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Purple, Orange, Green, Blue, Gray, Black (73549)", "asin": "B071NTLWX7", "price": "$30.04", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\" x 8\" Sheet Size, Harvest Yellow (73463)", "asin": "B071S7KZ9M", "price": "$4.78", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Oxford Composition Notebooks, School Supplies, Notebooks for School, College Ruled Paper, 9-3/4 x 7-1/2 Inches, School Comp Book, Black Marble Covers, 100 Lined Sheets, 12 per Pack (63796)", "asin": "B007XZKFSM", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"},
{"title": "Spiral Notebook 4Pack Pocket Notebook 4.2\"x 6.1\" Pocket Notepad Small Notebook (4Pack Spiral Notebook)", "asin": "B0C2PDXCK7", "price": "$3.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "24 Pack Blank Books for Kids to Write Stories, A6 Colorful Notebooks Bulk, 4.3x5.5 in Unlined Travel Journals Scrapbooks for Students Sketching", "asin": "B07D8H8G68", "price": "$14.25", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "PAPERAGE Lined Journal Notebook, (Black), 160 Pages, Medium 5.6 inches x 8 inches - 100 GSM Thick Paper, Hardcover", "asin": "B07L4JCG7T", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Journaling Notebooks, Lined Spiral Journal Notebook for Women & Men, 146 Pages College Ruled Hardcover Note Book for Work, Note Taking, Journaling, School, Writing, A5(5.5''x8'')", "asin": "B0D8BHFTGB", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Blank Spiral Notebook, 2-Pack, Soft Cover, Sketch book, 100 Pages / 50 Sheets, 7.5 inch x 5.1 inch, 100GSM, (Black)", "asin": "B0BHH42JZ1", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items"},
{"title": "Comix 6 Pack Lined Journal Notebooks for Work, 240 Pages, 5.5\"x8.3\", Black, Hardcover, A5 Medium College Ruled, Journaling Notebooks for Notes-taking, Fits for Office School Home", "asin": "B09V1254RZ", "price": "$32.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T15:57:06.820Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>",
"index": 937,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:05.461Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"notebooks for school\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Five Star Spiral Notebook, 2 Subject, College Ruled, 9 1/2\\\" x 6\\\" 80 Sheets, Amethyst Purple (840029CF1-ECM)\", \"asin\": \"B0CWS1R8JT\", \"price\": \"$2.47\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 200 Sheets, Black (72081)\", \"asin\": \"B003O2RXUQ\", \"price\": \"$5.68\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, 6 Pack, 1-Subject, College Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets, Assorted Pastel Colors (830049)\", \"asin\": \"B0CN3SQYN3\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Composition, Wide Ruled Comp Book, Writing Journal Notebook with Lined Paper, Home School Supplies for College Students & K-12, 9-3/4\\\" x 7-1/2\\\", 100 Sheets, Black Marble (09910)\", \"asin\": \"B00006IDM7\", \"price\": \"$2.28\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook 6 Pack, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Color Assortment Design May Vary (65007)\", \"asin\": \"B00D3OR58A\", \"price\": \"$11.22\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook, 1 Subject, College Ruled Paper, 7\\\" x 4-3/8\\\", Personal Size, 80 Sheets, Black (450048AA2-ECM)\", \"asin\": \"B0CWS2CTQ4\", \"price\": \"$2.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, College Ruled Paper, 8-1/2\\\" x 11\\\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Black, Red, Blue, Green, White, Purple (38052)\", \"asin\": \"B01BHL3DCC\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, 6 Pack, 1 Subject, College Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 70 Sheets per Notebook, Color Will Vary (73065)\", \"asin\": \"B00P9U2EM8\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Hardcover Spiral Notebook Journal with Removable Dividers Tabs, 300 Pages Leather 5 Subject Notebook College Ruled, 8\\\"x10\\\" Large B5 Notebooks for Work School Note taking, Lined Journal for Women, Pink\", \"asin\": \"B0D44Y2NSF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Spiral Journal Notebook for Women & Men, 140 Pages, College Ruled Hardcover Notebook for Work & Note Taking, Journals for Writing, A5(6\\\"x8\\\") - Green\", \"asin\": \"B0CT4HX4T9\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, College Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 150 Sheets, White (72464)\", \"asin\": \"B00JKRKJCS\", \"price\": \"$4.91\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inch, Pastel Pink, Orange, Yellow, Green, Blue and Purple, 70 Sheets (63756), Set of 6\", \"asin\": \"B08VF9B772\", \"price\": \"$11.09\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, 6 Pack, 1-Subject, Wide Ruled Paper, 8\\\" x 10-1/2\\\", 70 Sheets, Assorted Pastel Colors (930050-ECM)\", \"asin\": \"B0BX76YG4F\", \"price\": \"$8.34\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford 1-Subject Notebooks, Notebooks for School, 8 x 10.5 Inches, College Rule, 70 Sheets, Assorted Primary Colors, 3 Pack, Colors May Vary (1006792)\", \"asin\": \"B0DCWNFS3S\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"ZICOTO Aesthetic Spiral Notebook Set of 3 For Women - Cute College Ruled 8x6 Journal/Notebook with Large Pockets And Lined Pages - Perfect Supplies to Stay Organized at Work or School\", \"asin\": \"B0BWYLWWC1\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Spiral Notebook 18 Pack, Bulk College Ruled Spiral Notebooks for School, 1 Subject, College Ruled Paper, 8 x 10-1/2 Inches, 3-Hole Punch, Assorted Colors, 70 Sheets (65206)\", \"asin\": \"B0B9VF9DXF\", \"price\": \"$26.45\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Five Star Spiral Notebooks + Study App, 6 Pack, 1 Subject, Wide Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 10\\\", 100 Sheets, Black, Red, Yellow, Purple, Green, Blue (38042)\", \"asin\": \"B01E3UIR02\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Composition Notebooks, 6 Pack, College Ruled Paper, 7-1/2\\\" x 9-3/4\\\", 100 Sheets, Assorted Bright Colors (850106-ECM)\", \"asin\": \"B0CN3T7NZ5\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 5 Subject, College Ruled Paper, Advance Notebook with Spiral Guard, Movable Tabbed Dividers and Expanding Pockets, 8-1/2\\\" x 11\\\", 200 Sheets, Black (73144)\", \"asin\": \"B00X7X2KIC\", \"price\": \"$15.77\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 7mm College Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (4)\", \"asin\": \"B09FG45HFT\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Spiral Notebook, 12 Pack, 1 Subject, College Ruled, 70 Sheets, 8 x 10-1/2\\\", 3 Hole Punched, Bulk College Ruled Spiral Notebook for School, Single Subject Spiral Notebook Bulk, Assorted Colors\", \"asin\": \"B0BWF9XDK2\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebook, 24 Pack, 1-Subject, Wide Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 70 Sheets per Notebook, Color Will Vary (05510)\", \"asin\": \"B010PK6S9G\", \"price\": \"$35.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Cambridge Notebook, Business Notebook, 8-1/4\\\" x 11\\\", 80 Sheets, Legal Ruled, Flexible Cover, Wirebound, Gray (06062)\", \"asin\": \"B0000AQONQ\", \"price\": \"$9.56\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebooks, Pack of 5, 1-Subject, College Ruled Paper, Plastic Cover, 8-1/2\\\" x 11\\\", 100 Sheets, Black, Yellow, Red, Blue and Green (820299)\", \"asin\": \"B0CJL83Q1X\", \"price\": \"$14.39\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"College Ruled Composition Notebooks 5 Pack, 200 Pages (100 Sheets), 9-3/4\\\" x 7-1/2\\\", White & Black Marble Composition Book, Hard Cover, Sturdy Sewn Binding, School, College & Office Supplies\", \"asin\": \"B0B2DRXFGW\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Wide Ruled 8.5 x 11.75-Inch 50 Sheet Perforated Lined Writing Note Pads, Pack of 6, 300 Count, Multicolor\", \"asin\": \"B086LW3VDD\", \"price\": \"$19.10\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Aesthetic Thick Spiral Notebook Journal For Women in B5 Format - Modern Linen Hardcover College Ruled Note Book With 300 Lined Pages - Perfect For Writing And Staying Organized at Work or School\", \"asin\": \"B0CLVBLNQC\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"4 PCS Small Spiral Notebook 5x7, Spiral Journal Notebook, Notebooks for Work, Note Taking, School, Small Notebooks 5x7 with Strap, Cute Notebooks for Women 50 Sheets\", \"asin\": \"B0DGV3BFRY\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Mead Spiral Notebook, 1-Subject, Graph Ruled Paper, 7-1/2\\\" x 10-1/2\\\", 100 Sheets, Green (05676AC5)\", \"asin\": \"B07DPD3M4Z\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Spiral Journal Notebook for Women, A5 College Ruled Journals for Writing, Hardcover Notebooks for Work, Note taking and Office School Supplies,140 Pages - Purple\", \"asin\": \"B0CZ6PW951\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 1 Subject, Graph Ruled Paper, Fights Ink Bleed, Water Resistant Cover, 8-1/2\\\" x 11\\\", 100 Sheets, Black (73679)\", \"asin\": \"B07FBC8P59\", \"price\": \"$9.87\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Yansanido Spiral Notebook, 4 Pcs 8.3 Inch x 5.9 Inch A5 Thick Plastic Hardcover 8mm Ruled 4 Color 80 Sheets -160 Pages Journals for Study and Notes (style 10-Wine Red,Brown,Green,ivory, A5)\", \"asin\": \"B08NYRMWZ8\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Classic Lined Notebook, 240 Pages Hardcover, 5 x 8.25-Inch, Black\", \"asin\": \"B01DN8TCEU\", \"price\": \"$9.02\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\\\"\\u00d78.3\\\"(Brown)\", \"asin\": \"B0B4DKQSDV\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Composition Notebook 6 Pack, College Ruled Paper, 9-3/4 x 7-1/2 Inches, 100 Sheets, Assorted Marble Covers. 2 Each: Blue, Green, Red (63763)\", \"asin\": \"B08VFCHYLD\", \"price\": \"$12.76\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Professional Journal, 10.5X7.5 inches, Black, 2-Pack\", \"asin\": \"B07YLTJHH4\", \"price\": \"$22.79\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Lined Spiral Notebook Journal for Work, 300 Pages Thick B5 (7.1\\\"x10\\\") College Ruled Journal for Women & Writing, Hardcover Notebook for Note Taking, Perfect for Office Home School Supplies, Green\", \"asin\": \"B0D7GG3TG8\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Utron 3 PCS Small Spiral Notebook 5x7, Notebooks for Note Taking, Morandi Spiral Journal Notebook, Work Notebook Small Notebooks 5x7 with Strap, Cute Notebooks for Women 70 Sheets/Note Books\", \"asin\": \"B0CQJNQTM6\", \"price\": \"$7.19\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"SUIN Hardcover-Journal-Notebooks, 6 Packs A5 Lined Journals Notebook for Writing 200 Pages, 8.2 x 5.5 inch, 6 Colors Classic Ruled Notebooks for Work/Travel/College\", \"asin\": \"B09NS6VP4W\", \"price\": \"$33.29\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 6 Pack, 1 Subject, Graph Ruled Paper, 8-1/2\\\" x 11\\\", 100 Sheets, Fights Ink Bleed, Water Resistant Cover, Purple, Orange, Green, Blue, Gray, Black (73549)\", \"asin\": \"B071NTLWX7\", \"price\": \"$30.04\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Five Star Spiral Notebook + Study App, 3 Subject, Wide Ruled Paper, 150 Sheets, 10-1/2\\\" x 8\\\" Sheet Size, Harvest Yellow (73463)\", \"asin\": \"B071S7KZ9M\", \"price\": \"$4.78\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Oxford Composition Notebooks, School Supplies, Notebooks for School, College Ruled Paper, 9-3/4 x 7-1/2 Inches, School Comp Book, Black Marble Covers, 100 Lined Sheets, 12 per Pack (63796)\", \"asin\": \"B007XZKFSM\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"},\n {\"title\": \"Spiral Notebook 4Pack Pocket Notebook 4.2\\\"x 6.1\\\" Pocket Notepad Small Notebook (4Pack Spiral Notebook)\", \"asin\": \"B0C2PDXCK7\", \"price\": \"$3.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"24 Pack Blank Books for Kids to Write Stories, A6 Colorful Notebooks Bulk, 4.3x5.5 in Unlined Travel Journals Scrapbooks for Students Sketching\", \"asin\": \"B07D8H8G68\", \"price\": \"$14.25\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"PAPERAGE Lined Journal Notebook, (Black), 160 Pages, Medium 5.6 inches x 8 inches - 100 GSM Thick Paper, Hardcover\", \"asin\": \"B07L4JCG7T\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Journaling Notebooks, Lined Spiral Journal Notebook for Women & Men, 146 Pages College Ruled Hardcover Note Book for Work, Note Taking, Journaling, School, Writing, A5(5.5''x8'')\", \"asin\": \"B0D8BHFTGB\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Blank Spiral Notebook, 2-Pack, Soft Cover, Sketch book, 100 Pages / 50 Sheets, 7.5 inch x 5.1 inch, 100GSM, (Black)\", \"asin\": \"B0BHH42JZ1\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Comix 6 Pack Lined Journal Notebooks for Work, 240 Pages, 5.5\\\"x8.3\\\", Black, Hardcover, A5 Medium College Ruled, Journaling Notebooks for Notes-taking, Fits for Office School Home\", \"asin\": \"B09V1254RZ\", \"price\": \"$32.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T15:57:06.820Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:05.461Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:06.820Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:03:54.382Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-07T15:03:54.382Z
|
click
|
nav_bar
|
rule
|
2025-05-07T15:03:54.382Z
|
train
| 938 |
2025-05-07T15:03:54.382Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:26.772Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:27.752Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:28.722Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:29.853Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:30.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:32.871Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:39.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:41.674Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:42.974Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:44.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:45.038Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:46.022Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:47.970Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:49.016Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:39:58.854Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:11.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:12.771Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:16.553Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:17.687Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:18.773Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:19.785Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:22.989Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:43.105Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:45.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:47.905Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:48.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:50.886Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:40:52.771Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:40:56.705Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:08.689Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:10.320Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:15.736Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:41:20.051Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:21.472Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:22.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:27.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:28.475Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:29.619Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:31.436Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:32.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:34.138Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:35.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:36.386Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:37.468Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:38.521Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:39.587Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:41.375Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:42.867Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:44.888Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:46.122Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:47.284Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:41:48.337Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:00.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:01.686Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:03.004Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:05.419Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:07.350Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:12.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:14.684Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:18.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:19.949Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:24.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"}
{"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"}
{"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"}
{"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-05T15:57:05.461Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-05T15:57:06.820Z", "action": "click", "action_argument": "filter"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T15:03:54.382Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"index": 938,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:03.070Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:04.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:05.035Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:06.287Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:07.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:08.689Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:10.320Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:14.755Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:15.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:16.806Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:17.780Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:18.939Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:20.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:21.472Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:22.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:27.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:28.475Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:29.619Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:31.436Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:32.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:34.138Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:35.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:36.386Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:37.468Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:38.521Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:39.587Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:41.375Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:42.867Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:44.888Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:46.122Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:47.284Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:48.337Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:00.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:01.686Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:03.004Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:05.419Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:07.350Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:12.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:14.684Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:18.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:19.949Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:24.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:26.020Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:28.748Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:29.954Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:32.301Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:35.170Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:37.002Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:38.220Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:40.762Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:46.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:48.169Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:49.384Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:51.801Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:53.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:54.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:55.625Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:57.836Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:42:59.108Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:01.431Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:04.149Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:05.537Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:06.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:08.906Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:16.171Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:18.536Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:25.349Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:26.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:29.302Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:38.649Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:39.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:41.790Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:05.461Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:06.820Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:03:54.382Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:50.886Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:52.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:53.988Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:55.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:56.705Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:57.627Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:58.721Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:00.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:41:01.975Z\", \"action\": 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\"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:05.461Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:06.820Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T15:03:54.382Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Fashion Dressy Casual Blouses\"\n},\n {\n \"price\": \"$19.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0DSG2LCX2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"TOLOVIC Wrinkle Free Womens Button Down Shirts for Women Long Sleeve Stretch Business Office Formal Work Blouses Tops Navy Blue\", \"asin\": \"B0D97TXFZB\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Button Down 3 4 Sleeve Shirts for Women Navy\", \"asin\": \"B0DYNLCGXY\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"YUCOLEN Womens Button Down Shirts Roll-up 3/4 Length Collared Dress Shirts Classic-fit Dressy Casual Business Work V Neck Chiffon Blouses Navy Tops Size Large\", \"asin\": \"B0D4QD8TVT\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Womens Button Down Dress Shirts Long Sleeve Button Up Collared Blouses Fitted Wrinkle Free Work Office Top Navy Blue Medium\", \"asin\": \"B0DSWJQMTY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Shirts Cotton Dress Shirts Oxford Shirts Long Sleeve Work Blouses Collared Tops Tunics with Pocket-All Blue 2XL\", \"asin\": \"B0D95NN4GJ\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"hearain Navy Blue Collared Dress Shirts Women Womens Blouse Button Down Long Sleeve Blouses for Tops Fit Casual Work Business Navy Blue Size XL\", \"asin\": \"B0DCB2QB89\", \"price\": \"$14.98\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"TOLOVIC Wrinkle Free Womens Button Down Shirts for Women Long Sleeve Stretch Business Office Formal Work Blouses Tops Navy Blue\", \"asin\": \"B0D97TXFZB\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Navy Button Down Shirt Women Long Sleeve Tops\", \"asin\": \"B0DYNH6DR7\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Shirts Cotton Dress Shirts Oxford Shirts Long Sleeve Work Blouses Collared Tops Tunics with Pocket-All Blue 2XL\", \"asin\": \"B0D95NN4GJ\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Casual Shirts Cotton Short Sleeve Blouses Solid Summer Tops with Pocket Army Green\", \"asin\": \"B0D4249YDS\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)\", \"asin\": \"B07PCJVF6D\", \"price\": \"$19.74\", \"quantity\": \"\"},\n {\"title\": \"hearain Navy Blue Collared Dress Shirts Women Womens Blouse Button Down Long Sleeve Blouses for Tops Fit Casual Work Business Navy Blue Size XL\", \"asin\": \"B0DCB2QB89\", \"price\": \"$14.98\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:08:01.893Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-07T15:08:01.893Z
|
click
|
review
|
rule
|
2025-05-07T15:08:01.893Z
|
train
| 939 |
2025-05-07T15:08:01.893Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:13.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:14.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:16.825Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:18.983Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:21.520Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:22.471Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:23.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:25.738Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"}
{"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"}
{"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"}
{"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-05T15:57:05.461Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-05T15:57:06.820Z", "action": "click", "action_argument": "filter"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T15:03:54.382Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"product_details": [
{
"title": "Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Fashion Dressy Casual Blouses"
},
{
"price": "$19.99"
},
{
"bullet_list": "\u3010US Size\u3011Regular Fit. Please refer to your usual size to purchase. \u3010Soft & Lightweight\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \u3010Timeless Style\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \u3010All-Match\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \u3010Various Occasions\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry."
},
{
"asin": "B0DSG2LCX2"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "XX-Small"
},
{
"Color": "5288_navy Blue"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "TOLOVIC Wrinkle Free Womens Button Down Shirts for Women Long Sleeve Stretch Business Office Formal Work Blouses Tops Navy Blue", "asin": "B0D97TXFZB", "price": "$17.99", "quantity": ""},
{"title": "Zeagoo Button Down 3 4 Sleeve Shirts for Women Navy", "asin": "B0DYNLCGXY", "price": "$19.97", "quantity": ""},
{"title": "YUCOLEN Womens Button Down Shirts Roll-up 3/4 Length Collared Dress Shirts Classic-fit Dressy Casual Business Work V Neck Chiffon Blouses Navy Tops Size Large", "asin": "B0D4QD8TVT", "price": "$19.98", "quantity": ""},
{"title": "Gleeivy Womens Button Down Dress Shirts Long Sleeve Button Up Collared Blouses Fitted Wrinkle Free Work Office Top Navy Blue Medium", "asin": "B0DSWJQMTY", "price": "$19.99", "quantity": ""},
{"title": "Womens Button Down Shirts Cotton Dress Shirts Oxford Shirts Long Sleeve Work Blouses Collared Tops Tunics with Pocket-All Blue 2XL", "asin": "B0D95NN4GJ", "price": "$31.99", "quantity": ""},
{"title": "hearain Navy Blue Collared Dress Shirts Women Womens Blouse Button Down Long Sleeve Blouses for Tops Fit Casual Work Business Navy Blue Size XL", "asin": "B0DCB2QB89", "price": "$14.98", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$28.99", "quantity": ""},
{"title": "TOLOVIC Wrinkle Free Womens Button Down Shirts for Women Long Sleeve Stretch Business Office Formal Work Blouses Tops Navy Blue", "asin": "B0D97TXFZB", "price": "$17.99", "quantity": ""},
{"title": "Zeagoo Navy Button Down Shirt Women Long Sleeve Tops", "asin": "B0DYNH6DR7", "price": "$19.97", "quantity": ""},
{"title": "siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL", "asin": "B0D1859XPN", "price": "$28.99", "quantity": ""},
{"title": "Womens Button Down Shirts Cotton Dress Shirts Oxford Shirts Long Sleeve Work Blouses Collared Tops Tunics with Pocket-All Blue 2XL", "asin": "B0D95NN4GJ", "price": "$31.99", "quantity": ""},
{"title": "Womens Button Down Casual Shirts Cotton Short Sleeve Blouses Solid Summer Tops with Pocket Army Green", "asin": "B0D4249YDS", "price": "$16.99", "quantity": ""},
{"title": "Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)", "asin": "B07PCJVF6D", "price": "$19.74", "quantity": ""},
{"title": "hearain Navy Blue Collared Dress Shirts Women Womens Blouse Button Down Long Sleeve Blouses for Tops Fit Casual Work Business Navy Blue Size XL", "asin": "B0DCB2QB89", "price": "$14.98", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T15:08:01.893Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 939,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": 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\"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:05.461Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:06.820Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T15:03:54.382Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Button Down Shirts Long Sleeve Basic Classic Soft Shirt Collared Fashion Dressy Casual Blouses\"\n},\n {\n \"price\": \"$19.99\"\n},\n {\n \"bullet_list\": \"\\u3010US Size\\u3011Regular Fit. Please refer to your usual size to purchase. \\u3010Soft & Lightweight\\u3011Made of textured polyester chiffon fabric, light weight, butter soft, nice drapy, silky feeling, crisp, structured and comfy to touch and wear. \\u3010Timeless Style\\u3011Pleated in the back, curved hem, classic button collar, you can unbutton a button or two to create a v-neckline, which can improve the feminine charms and show your superb necklace. Long sleeve with adjustable width cuff buttons, you can rolling up or turning down sleeves to create a stylish look. \\u3010All-Match\\u3011Easily dress up or down. Can pair with blazer, suit pants/wrap skirt, silk scarf and high heels to show your profession in business cooperation, also make you look full of energy at work. Or pair with a great pair of jeans/tight leggings and flat shoes for an effortlessly chic look. \\u3010Various Occasions\\u3011Suitable for work, office, bussiness, indoor, outdoor, shopping, vacation, travel, holiday, club, party, date, school, street, beach and so on. Wash separately, hang dry.\"\n},\n {\n \"asin\": \"B0DSG2LCX2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"XX-Small\"\n},\n {\n \"Color\": \"5288_navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"TOLOVIC Wrinkle Free Womens Button Down Shirts for Women Long Sleeve Stretch Business Office Formal Work Blouses Tops Navy Blue\", \"asin\": \"B0D97TXFZB\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Button Down 3 4 Sleeve Shirts for Women Navy\", \"asin\": \"B0DYNLCGXY\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"YUCOLEN Womens Button Down Shirts Roll-up 3/4 Length Collared Dress Shirts Classic-fit Dressy Casual Business Work V Neck Chiffon Blouses Navy Tops Size Large\", \"asin\": \"B0D4QD8TVT\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Womens Button Down Dress Shirts Long Sleeve Button Up Collared Blouses Fitted Wrinkle Free Work Office Top Navy Blue Medium\", \"asin\": \"B0DSWJQMTY\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Shirts Cotton Dress Shirts Oxford Shirts Long Sleeve Work Blouses Collared Tops Tunics with Pocket-All Blue 2XL\", \"asin\": \"B0D95NN4GJ\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"hearain Navy Blue Collared Dress Shirts Women Womens Blouse Button Down Long Sleeve Blouses for Tops Fit Casual Work Business Navy Blue Size XL\", \"asin\": \"B0DCB2QB89\", \"price\": \"$14.98\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"TOLOVIC Wrinkle Free Womens Button Down Shirts for Women Long Sleeve Stretch Business Office Formal Work Blouses Tops Navy Blue\", \"asin\": \"B0D97TXFZB\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Navy Button Down Shirt Women Long Sleeve Tops\", \"asin\": \"B0DYNH6DR7\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"siliteelon Womens Button Down Shirts Solid Dress Shirts Long Sleeve Flowy Collared Work Office Business Blouses Chiffon Tops - Navy Blue 5XL\", \"asin\": \"B0D1859XPN\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Shirts Cotton Dress Shirts Oxford Shirts Long Sleeve Work Blouses Collared Tops Tunics with Pocket-All Blue 2XL\", \"asin\": \"B0D95NN4GJ\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Button Down Casual Shirts Cotton Short Sleeve Blouses Solid Summer Tops with Pocket Army Green\", \"asin\": \"B0D4249YDS\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Work Blouses for Women Office Womens Button Down Shirts Long Sleeve Chiffon Casual Blouse (S, Dark Blue)\", \"asin\": \"B07PCJVF6D\", \"price\": \"$19.74\", \"quantity\": \"\"},\n {\"title\": \"hearain Navy Blue Collared Dress Shirts Women Womens Blouse Button Down Long Sleeve Blouses for Tops Fit Casual Work Business Navy Blue Size XL\", \"asin\": \"B0DCB2QB89\", \"price\": \"$14.98\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:08:01.893Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:30.819Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:32.695Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:34.800Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:36.221Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:39.700Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:42.006Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:55.424Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:01.330Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:27.499Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:05.461Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:06.820Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T15:03:54.382Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T15:08:01.893Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"\n},\n {\n \"price\": \"$16.99\"\n},\n {\n \"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"\n},\n {\n \"asin\": \"B0BZDKCQQ2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Deep Pink\"\n},\n {\n \"Size\": \"Small\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL\", \"asin\": \"B0DP3ZQZHY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women\", \"asin\": \"B0DDWKJR4G\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric\", \"asin\": \"B0DL5RQ26V\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Veatzaer Women's Solid Lapel Sleeveless Tank Tops Button Down Shirts Office Ladies Shirts Apricot\", \"asin\": \"B09TSDYKNQ\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Vrtige Women's Casual Notch V Neck Pleated Sleeveless Summer Blouses Shirt Tank Tops White Medium\", \"asin\": \"B0CY2M4W1S\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops\", \"asin\": \"B0CRDHDM8G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Womens Sleeveless Button Down Shirts Collared Blouse V Neck Work Tank Top Business Office Summer Outfits 2025 Army Green XL\", \"asin\": \"B0DSWH7PD1\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL\", \"asin\": \"B0DP3ZQZHY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric\", \"asin\": \"B0DL5RQ26V\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"AXUIOKRY Sleeveless Button Down Shirts for Women Cotton Linen Tank Tops Casual Ladies Blouses Pink L\", \"asin\": \"B0DLS9TPV9\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops\", \"asin\": \"B0CRDHDM8G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women\", \"asin\": \"B0DDWKJR4G\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Navy Blue\", \"asin\": \"B0BP1JD9KH\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Saodimallsu Womens Ribbed Tank Tops Loose Fit V Neck Sleeveless Henley Shirts Casual Button Up Cami Knit Tees Wine Red\", \"asin\": \"B08N4TFVMW\", \"price\": \"$16.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:11:14.339Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-07T15:11:14.339Z
|
click
|
product_option
|
rule
|
2025-05-07T15:11:14.339Z
|
train
| 940 |
2025-05-07T15:11:14.339Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
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{"timestamp": "2025-05-02T03:42:26.020Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:28.748Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:29.954Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:32.301Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:35.170Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:37.002Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:38.220Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:40.762Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:46.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:48.169Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:49.384Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:51.801Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:53.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:54.469Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:55.625Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:57.836Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:42:59.108Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:01.431Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:04.149Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:05.537Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:06.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:08.906Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:16.171Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:18.536Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:25.349Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:26.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:29.302Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:38.649Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:39.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:41.790Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:53.897Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:55.535Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:43:56.736Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:01.414Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:02.664Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:04.114Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:21.935Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:24.118Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:26.439Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:30.819Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:32.695Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:34.800Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:36.221Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:39.700Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:42.006Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:44:55.424Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:01.330Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:27.499Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:32.267Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:35.464Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:45.925Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:47.525Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:50.106Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:51.126Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:52.473Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:53.356Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:55.164Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:56.044Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:58.585Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:45:59.644Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:01.072Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:04.177Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:31.603Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:46:39.640Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:42.534Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:45.497Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:46:47.345Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:14.578Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:47:33.695Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:38.376Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:43.156Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:45.043Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:48.295Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:47:54.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:18.313Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:19.825Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:20.859Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:21.708Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:22.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:25.088Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"}
{"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"}
{"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"}
{"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-05T15:57:05.461Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-05T15:57:06.820Z", "action": "click", "action_argument": "filter"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T15:03:54.382Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-07T15:08:01.893Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"product_details": [
{
"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"
},
{
"price": "$16.99"
},
{
"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"
},
{
"asin": "B0BZDKCQQ2"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Deep Pink"
},
{
"Size": "Small"
}
],
"promotion_items": [
{"title": "Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL", "asin": "B0DP3ZQZHY", "price": "$16.99", "quantity": ""},
{"title": "Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women", "asin": "B0DDWKJR4G", "price": "$17.99", "quantity": ""},
{"title": "HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric", "asin": "B0DL5RQ26V", "price": "$19.97", "quantity": ""},
{"title": "Veatzaer Women's Solid Lapel Sleeveless Tank Tops Button Down Shirts Office Ladies Shirts Apricot", "asin": "B09TSDYKNQ", "price": "$14.99", "quantity": ""},
{"title": "Vrtige Women's Casual Notch V Neck Pleated Sleeveless Summer Blouses Shirt Tank Tops White Medium", "asin": "B0CY2M4W1S", "price": "$9.99", "quantity": ""},
{"title": "Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops", "asin": "B0CRDHDM8G", "price": "$19.99", "quantity": ""},
{"title": "Gleeivy Womens Sleeveless Button Down Shirts Collared Blouse V Neck Work Tank Top Business Office Summer Outfits 2025 Army Green XL", "asin": "B0DSWH7PD1", "price": "$19.99", "quantity": ""},
{"title": "Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL", "asin": "B0DP3ZQZHY", "price": "$16.99", "quantity": ""},
{"title": "HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric", "asin": "B0DL5RQ26V", "price": "$19.97", "quantity": ""},
{"title": "AXUIOKRY Sleeveless Button Down Shirts for Women Cotton Linen Tank Tops Casual Ladies Blouses Pink L", "asin": "B0DLS9TPV9", "price": "$22.99", "quantity": ""},
{"title": "Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops", "asin": "B0CRDHDM8G", "price": "$19.99", "quantity": ""},
{"title": "Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women", "asin": "B0DDWKJR4G", "price": "$17.99", "quantity": ""},
{"title": "Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Navy Blue", "asin": "B0BP1JD9KH", "price": "$17.99", "quantity": ""},
{"title": "Saodimallsu Womens Ribbed Tank Tops Loose Fit V Neck Sleeveless Henley Shirts Casual Button Up Cami Knit Tees Wine Red", "asin": "B08N4TFVMW", "price": "$16.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T15:11:14.339Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 940,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:14.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:16.825Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:18.983Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:21.520Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:22.471Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:23.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:25.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:26.772Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:27.752Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:28.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:29.853Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:30.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:32.871Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:39.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:41.674Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:42.974Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:44.051Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:45.038Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:46.022Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:47.970Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:49.016Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:50.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:51.103Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:52.838Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:55.889Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:58.854Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:11.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:12.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:14.064Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:16.553Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:17.687Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:18.773Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:19.785Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:22.989Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:35.074Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:37.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:39.722Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:40.771Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:43.105Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:44.422Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:45.469Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:47.905Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:40:48.855Z\", \"action\": 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This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"\n},\n {\n \"price\": \"$16.99\"\n},\n {\n \"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"\n},\n {\n \"asin\": \"B0BZDKCQQ2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Deep Pink\"\n},\n {\n \"Size\": \"Small\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL\", \"asin\": \"B0DP3ZQZHY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women\", \"asin\": \"B0DDWKJR4G\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric\", \"asin\": \"B0DL5RQ26V\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Veatzaer Women's Solid Lapel Sleeveless Tank Tops Button Down Shirts Office Ladies Shirts Apricot\", \"asin\": \"B09TSDYKNQ\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Vrtige Women's Casual Notch V Neck Pleated Sleeveless Summer Blouses Shirt Tank Tops White Medium\", \"asin\": \"B0CY2M4W1S\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops\", \"asin\": \"B0CRDHDM8G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Womens Sleeveless Button Down Shirts Collared Blouse V Neck Work Tank Top Business Office Summer Outfits 2025 Army Green XL\", \"asin\": \"B0DSWH7PD1\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL\", \"asin\": \"B0DP3ZQZHY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric\", \"asin\": \"B0DL5RQ26V\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"AXUIOKRY Sleeveless Button Down Shirts for Women Cotton Linen Tank Tops Casual Ladies Blouses Pink L\", \"asin\": \"B0DLS9TPV9\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops\", \"asin\": \"B0CRDHDM8G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women\", \"asin\": \"B0DDWKJR4G\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Navy Blue\", \"asin\": \"B0BP1JD9KH\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Saodimallsu Womens Ribbed Tank Tops Loose Fit V Neck Sleeveless Henley Shirts Casual Button Up Cami Knit Tees Wine Red\", \"asin\": \"B08N4TFVMW\", \"price\": \"$16.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:11:14.339Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": 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\"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:05.461Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:06.820Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T15:03:54.382Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T15:08:01.893Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T15:11:14.339Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"\n},\n {\n \"price\": \"$16.99\"\n},\n {\n \"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"\n},\n {\n \"asin\": \"B0BZDKCQQ2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Deep Pink\"\n},\n {\n \"Size\": \"Small\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL\", \"asin\": \"B0DP3ZQZHY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women\", \"asin\": \"B0DDWKJR4G\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric\", \"asin\": \"B0DL5RQ26V\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Veatzaer Women's Solid Lapel Sleeveless Tank Tops Button Down Shirts Office Ladies Shirts Apricot\", \"asin\": \"B09TSDYKNQ\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Vrtige Women's Casual Notch V Neck Pleated Sleeveless Summer Blouses Shirt Tank Tops White Medium\", \"asin\": \"B0CY2M4W1S\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops\", \"asin\": \"B0CRDHDM8G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Womens Sleeveless Button Down Shirts Collared Blouse V Neck Work Tank Top Business Office Summer Outfits 2025 Army Green XL\", \"asin\": \"B0DSWH7PD1\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL\", \"asin\": \"B0DP3ZQZHY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric\", \"asin\": \"B0DL5RQ26V\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"AXUIOKRY Sleeveless Button Down Shirts for Women Cotton Linen Tank Tops Casual Ladies Blouses Pink L\", \"asin\": \"B0DLS9TPV9\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops\", \"asin\": \"B0CRDHDM8G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women\", \"asin\": \"B0DDWKJR4G\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Navy Blue\", \"asin\": \"B0BP1JD9KH\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Saodimallsu Womens Ribbed Tank Tops Loose Fit V Neck Sleeveless Henley Shirts Casual Button Up Cami Knit Tees Wine Red\", \"asin\": \"B08N4TFVMW\", \"price\": \"$16.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:11:17.623Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-07T15:11:17.623Z
|
purchase
|
B0BZDKCQQ2
|
rule
|
2025-05-07T15:11:17.623Z
|
train
| 941 |
2025-05-07T15:11:17.623Z
|
purchase
|
B0BZDKCQQ2
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
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{"timestamp": "2025-05-02T03:48:28.548Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:40.797Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:49.028Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:52.743Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-02T03:48:56.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:48:58.360Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:00.924Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:02.144Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:03.958Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:04.943Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:06.946Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:11.193Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:49:37.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:50:56.470Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:51:58.405Z", "action": "input", "action_argument": "vans shoes women"}
{"timestamp": "2025-05-02T03:52:11.484Z", "action": "click_product", "action_argument": "B089P1HNLC"}
{"timestamp": "2025-05-02T03:53:08.892Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:10.166Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:24.601Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:25.756Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:29.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:53:31.247Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:54:24.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:27.477Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:31.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:36.525Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:37.872Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:38.761Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:39.827Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:42.045Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:45.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:54:46.875Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:56:01.559Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:56:18.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:57:22.247Z", "action": "purchase", "action_argument": "B0DJ1J7DDN"}
{"timestamp": "2025-05-05T01:09:15.391Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T01:09:27.451Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:05.985Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:57:42.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:57:43.855Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:40.164Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T01:59:44.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:45.255Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T01:59:49.891Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:10:08.819Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:18.665Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:11:20.419Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:11:36.307Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-05T02:11:39.174Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:11:44.087Z", "action": "purchase", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:13:13.431Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:12.990Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:37.031Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:14:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T02:14:51.695Z", "action": "purchase", "action_argument": "B0CN8S73JR"}
{"timestamp": "2025-05-05T02:15:36.460Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-05T02:15:43.404Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:15:53.757Z", "action": "purchase", "action_argument": "B0DSG2LCX2"}
{"timestamp": "2025-05-05T02:15:57.725Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-05-05T02:16:07.588Z", "action": "click_product", "action_argument": "B0BZDKCQQ2"}
{"timestamp": "2025-05-05T02:16:19.562Z", "action": "purchase", "action_argument": "B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2"}
{"timestamp": "2025-05-05T15:52:43.411Z", "action": "input", "action_argument": "notebooks for school"}
{"timestamp": "2025-05-05T15:56:36.925Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-05T15:57:05.461Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-05T15:57:06.820Z", "action": "click", "action_argument": "filter"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T15:03:54.382Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-07T15:08:01.893Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-07T15:11:14.339Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"product_details": [
{
"title": "Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL"
},
{
"price": "$16.99"
},
{
"bullet_list": "Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size"
},
{
"asin": "B0BZDKCQQ2"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Deep Pink"
},
{
"Size": "Small"
}
],
"promotion_items": [
{"title": "Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL", "asin": "B0DP3ZQZHY", "price": "$16.99", "quantity": ""},
{"title": "Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women", "asin": "B0DDWKJR4G", "price": "$17.99", "quantity": ""},
{"title": "HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric", "asin": "B0DL5RQ26V", "price": "$19.97", "quantity": ""},
{"title": "Veatzaer Women's Solid Lapel Sleeveless Tank Tops Button Down Shirts Office Ladies Shirts Apricot", "asin": "B09TSDYKNQ", "price": "$14.99", "quantity": ""},
{"title": "Vrtige Women's Casual Notch V Neck Pleated Sleeveless Summer Blouses Shirt Tank Tops White Medium", "asin": "B0CY2M4W1S", "price": "$9.99", "quantity": ""},
{"title": "Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops", "asin": "B0CRDHDM8G", "price": "$19.99", "quantity": ""},
{"title": "Gleeivy Womens Sleeveless Button Down Shirts Collared Blouse V Neck Work Tank Top Business Office Summer Outfits 2025 Army Green XL", "asin": "B0DSWH7PD1", "price": "$19.99", "quantity": ""},
{"title": "Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL", "asin": "B0DP3ZQZHY", "price": "$16.99", "quantity": ""},
{"title": "HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric", "asin": "B0DL5RQ26V", "price": "$19.97", "quantity": ""},
{"title": "AXUIOKRY Sleeveless Button Down Shirts for Women Cotton Linen Tank Tops Casual Ladies Blouses Pink L", "asin": "B0DLS9TPV9", "price": "$22.99", "quantity": ""},
{"title": "Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops", "asin": "B0CRDHDM8G", "price": "$19.99", "quantity": ""},
{"title": "Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women", "asin": "B0DDWKJR4G", "price": "$17.99", "quantity": ""},
{"title": "Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Navy Blue", "asin": "B0BP1JD9KH", "price": "$17.99", "quantity": ""},
{"title": "Saodimallsu Womens Ribbed Tank Tops Loose Fit V Neck Sleeveless Henley Shirts Casual Button Up Cami Knit Tees Wine Red", "asin": "B08N4TFVMW", "price": "$16.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T15:11:17.623Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0BZDKCQQ2</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0BZDKCQQ2</answer_argument>",
"index": 941,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:53.897Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:55.535Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:43:56.736Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:01.414Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:02.664Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:04.114Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:21.935Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:24.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:44:26.439Z\", \"action\": 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\"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:32.267Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:35.464Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:45.925Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:47.525Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:50.106Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:51.126Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:52.473Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:53.356Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:55.164Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:56.044Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:58.585Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:45:59.644Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:01.072Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:04.177Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:31.603Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:46:39.640Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:42.534Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:45.497Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:46:47.345Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:14.578Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:47:33.695Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:38.376Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:43.156Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:45.043Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:48.295Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:47:54.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:18.313Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:19.825Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:20.859Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:21.708Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:22.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:25.088Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T03:48:28.548Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:40.797Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:49.028Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:52.743Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-02T03:48:56.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:48:58.360Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:00.924Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:02.144Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:03.958Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:04.943Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:06.946Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:11.193Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:49:37.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:50:56.470Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:51:58.405Z\", \"action\": \"input\", \"action_argument\": \"vans shoes women\"}\n{\"timestamp\": \"2025-05-02T03:52:11.484Z\", \"action\": \"click_product\", \"action_argument\": \"B089P1HNLC\"}\n{\"timestamp\": \"2025-05-02T03:53:08.892Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:10.166Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:24.601Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:25.756Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:29.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:53:31.247Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:54:24.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:27.477Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:31.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:36.525Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:37.872Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:38.761Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:39.827Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:42.045Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:45.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:54:46.875Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:56:01.559Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:56:18.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:57:22.247Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ1J7DDN\"}\n{\"timestamp\": \"2025-05-05T01:09:15.391Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T01:09:27.451Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:05.985Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:57:42.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:57:43.855Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:40.164Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T01:59:44.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:45.255Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T01:59:49.891Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:10:08.819Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:18.665Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:11:20.419Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:11:36.307Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-05T02:11:39.174Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:11:44.087Z\", \"action\": \"purchase\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:13:13.431Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:12.990Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:37.031Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:14:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T02:14:51.695Z\", \"action\": \"purchase\", \"action_argument\": \"B0CN8S73JR\"}\n{\"timestamp\": \"2025-05-05T02:15:36.460Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-05T02:15:43.404Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:15:53.757Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2\"}\n{\"timestamp\": \"2025-05-05T02:15:57.725Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-05-05T02:16:07.588Z\", \"action\": \"click_product\", \"action_argument\": \"B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T02:16:19.562Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSG2LCX2, B0CN8S73JR, B0BZDKCQQ2\"}\n{\"timestamp\": \"2025-05-05T15:52:43.411Z\", \"action\": \"input\", \"action_argument\": \"notebooks for school\"}\n{\"timestamp\": \"2025-05-05T15:56:36.925Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:05.461Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-05T15:57:06.820Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T15:03:54.382Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T15:08:01.893Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-07T15:11:14.339Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Zeagoo Women's Sleeveless Button Down Shirts Blouses Solid Casual Loose V Neck Tank Tops for Work S-XXL\"\n},\n {\n \"price\": \"$16.99\"\n},\n {\n \"bullet_list\": \"Soft and comfortable skin-friendly fabric, high quality tops which designed for Professional Woman.It is recommended to match with light-colored underwear Sleeveless blouse with shirt collar, full-length button panel, and slightly rounded hem - ideal for hot days or wearing under a top. A smart sleeveless collared shirts crafted from crisp poplin is styled with front button placket in a semi-fitted silhouette. Perfect to tuck it in under high waisted skirts for a professional work attire or casually with jeans. Occasion: casual,office,daily,vacation and party.Our button down shirts for women are the best for layering year-round Garment Care:Hand Wash/Machine Washable.Tumble dry low. Do not bleach.Refer to the size chart, if you want loose fit, please choose a larger size\"\n},\n {\n \"asin\": \"B0BZDKCQQ2\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Deep Pink\"\n},\n {\n \"Size\": \"Small\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL\", \"asin\": \"B0DP3ZQZHY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women\", \"asin\": \"B0DDWKJR4G\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric\", \"asin\": \"B0DL5RQ26V\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Veatzaer Women's Solid Lapel Sleeveless Tank Tops Button Down Shirts Office Ladies Shirts Apricot\", \"asin\": \"B09TSDYKNQ\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Vrtige Women's Casual Notch V Neck Pleated Sleeveless Summer Blouses Shirt Tank Tops White Medium\", \"asin\": \"B0CY2M4W1S\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops\", \"asin\": \"B0CRDHDM8G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Gleeivy Womens Sleeveless Button Down Shirts Collared Blouse V Neck Work Tank Top Business Office Summer Outfits 2025 Army Green XL\", \"asin\": \"B0DSWH7PD1\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Sleeveless Shirts for Women Pink Button Up V Neck Shirt Summer Tops Pink XL\", \"asin\": \"B0DP3ZQZHY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"HOTOUCH Sleeveless Tops for Women Button Up Blouse Collared Professional Tops Dressy Work Pink Geometric\", \"asin\": \"B0DL5RQ26V\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"AXUIOKRY Sleeveless Button Down Shirts for Women Cotton Linen Tank Tops Casual Ladies Blouses Pink L\", \"asin\": \"B0DLS9TPV9\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Zeagoo Button Down Tank Tops for Women Striped Blouses Fashion Tank Tops Collared Sleeveless Tops\", \"asin\": \"B0CRDHDM8G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Zaegoo Womens Sleeveless White Button Up Shirt 2025 Summer Trendy Slimming Blouses Collared Tank Tops for Women\", \"asin\": \"B0DDWKJR4G\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Veatzaer Women's Sleeveless Button Down Shirts Casual Lapel Tank Tops Office Ladies Shirts Navy Blue\", \"asin\": \"B0BP1JD9KH\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Saodimallsu Womens Ribbed Tank Tops Loose Fit V Neck Sleeveless Henley Shirts Casual Button Up Cami Knit Tees Wine Red\", \"asin\": \"B08N4TFVMW\", \"price\": \"$16.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T15:11:17.623Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-17T01:23:12.753Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-17T01:23:12.753Z
|
click
|
nav_bar
|
rule
|
2025-04-17T01:23:12.753Z
|
train
| 942 |
2025-04-17T01:23:12.753Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-17T01:23:12.753Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"index": 942,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-17T01:23:12.753Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-17T01:23:48.261Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-17T01:23:48.261Z
|
input
|
ice
|
rule
|
2025-04-17T01:23:48.261Z
|
train
| 943 |
2025-04-17T01:23:48.261Z
|
input
|
ice
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-17T01:23:48.261Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>input</answer_action><answer_argument>ice</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>ice</answer_argument>",
"index": 943,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-17T01:23:48.261Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:31:49.289Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:31:49.289Z
|
click
|
suggested_term
|
rule
|
2025-04-20T14:31:49.289Z
|
train
| 944 |
2025-04-20T14:31:49.289Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T14:31:49.289Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 944,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:31:49.289Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave 1 Count (Pack of 4)\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade QP620/50 1 Count (Pack of 1)\", \"asin\": \"B07P9ZGRSV\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Universal Replacement Heads for Blade,Replacement Blades Compatible with Most Major Head Shaver Brands, Easy-to-Install Electric Razor Shaver Heads for Bald Men. (9 Silver) 1 Count (Pack of 1)\", \"asin\": \"B0BYHR4S1Q\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"4PCS LinMei Shaver Replacement Heads Compatible for 1st Generation Microtouch Solo Men's Rechargeable Full Body Hair Trimmer and Shaver Replacement Cutter Head with 2 Clean Brush \", \"asin\": \"B09YQ42KBX\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"5 Blades Head Shaver Replacement Heads Electric Shaver Head Shaver Universal Replacement Blade Electric Razor Shaver Head (5D Black) 1 Count (Pack of 1)\", \"asin\": \"B0B2VXTY8K\", \"price\": \"$12.89\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0CDQFVY1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0D1LGTTS6\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNP56GKH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 pack, QP420/80\", \"asin\": \"B0BV11YNBT\", \"price\": \"$27.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmers-2 Counts\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Brushmo Replacement Toothbrush Heads Compatible with Philips Sonicare One Toothbrush, for HY1200/06 Shadow Black BH1022/06 Brush Head (Shadow Black) 4 Pack\", \"asin\": \"B0CJWNCDY9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n {\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$53.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips OneBlade QP620/50\", \"asin\": \"B07P9ZGRSV\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips Norelco SH50/52 Shaving Heads, Compatible with Philips Shavers Series 5000 and 6000, Powerful Performance, Self-Sharpening, 3 Pieces, Model SH50/52 Replaces Model HQ9/50, HQ56/50 and RQ11/50\", \"asin\": \"B01DDKS2JO\", \"price\": \"$31.46\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips QP210/51 Oneblade Replaceable Blade (Lime)\", \"asin\": \"B07NGM233W\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 7 left in stock - order soon.\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \\u2013 QP420.50\", \"asin\": \"B0C43JZPXT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx \\u3001 QP65xx\\u3001QP66xx\", \"asin\": \"B0DPQGB8R1\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"HeadBlade HB6 Refill Blades - 6 Stainless Steel Blades for No Tugging or Pulling, Shave Less, Works for Face, Body, and Scalp\", \"asin\": \"B009S7J6RO\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"60 Feather FHS-10 Japanese Steel Razor Blades - Refill for OneBlade Core, Hybrid, & Genesis Razors - Single Blade Razor\", \"asin\": \"B07FTMLW3D\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"OneBlade HiCarbon SE Safety Razor Blades - Replacement Blades for OneBlade Element, Genesis, Dawn, Core and Hybrid Razor - Single Edge Blade for Shaving\", \"asin\": \"B0DTV4NC2G\", \"price\": \"$39.95\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"B07R3CFCXK\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"QP610/80 NORELCO ONE BLADE BODY KIT ACC PHILIPS\", \"asin\": \"B078S89SSL\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n {\"title\": \"Pro Blades Shaver Replacement Head Compatible with Remington Balder Head Shaver Model XR7000,Stainless Steel Replacement Blades Precision Electric Shaving for Bald Men(1pack)\", \"asin\": \"B0CVY129M1\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4-PCS Electric Shaver Replacement Heads, Compatible with Shavers: QP2520, QP2530, QP6510, QP6520, QP6530, QP2515\", \"asin\": \"B0DS9LKSKF\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n {\"title\": \"Replacement Heads for Electric Shaver Cleaning Trimmer Head Solo Trimmer Replacement Cutter Head Hybrid Razors Blades (Pack of 6)\", \"asin\": \"B07TCDVKQV\", \"price\": \"$14.49\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 4 left in stock - order soon.\"},\n {\"title\": \"Philips Norelco OneBlade Intimate Pubic and Personal Body Groomer, QP1924/70 + Philips Norelco OneBlade Intimate SkinProtect Replacement Blade 2 pack, QP229/80\", \"asin\": \"B0CRGGSN5X\", \"price\": \"$59.95\", \"delivery\": \"Delivery Tue, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:33:20.774Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:33:20.774Z
|
click_product
|
B0743KVCJC
|
rule
|
2025-04-20T14:33:20.774Z
|
train
| 945 |
2025-04-20T14:33:20.774Z
|
click_product
|
B0743KVCJC
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "one blade replacement heads"
}
],
"cart_items": [
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"promotion_items": [
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave 1 Count (Pack of 4)", "asin": "B0DYVCP9VV", "price": "$26.99", "quantity": ""},
{"title": "Philips OneBlade QP620/50 1 Count (Pack of 1)", "asin": "B07P9ZGRSV", "price": "$27.99", "quantity": ""},
{"title": "Universal Replacement Heads for Blade,Replacement Blades Compatible with Most Major Head Shaver Brands, Easy-to-Install Electric Razor Shaver Heads for Bald Men. (9 Silver) 1 Count (Pack of 1)", "asin": "B0BYHR4S1Q", "price": "$17.99", "quantity": ""},
{"title": "4PCS LinMei Shaver Replacement Heads Compatible for 1st Generation Microtouch Solo Men's Rechargeable Full Body Hair Trimmer and Shaver Replacement Cutter Head with 2 Clean Brush ", "asin": "B09YQ42KBX", "price": "$12.99", "quantity": ""},
{"title": "5 Blades Head Shaver Replacement Heads Electric Shaver Head Shaver Universal Replacement Blade Electric Razor Shaver Head (5D Black) 1 Count (Pack of 1)", "asin": "B0B2VXTY8K", "price": "$12.89", "quantity": ""}
],
"ads": [
{
"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.",
"asin": "B0CDQFVY1J"
},
{
"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.",
"asin": "B0D1LGTTS6"
},
{
"title": "Go to detail page for \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.",
"asin": "B0BNP56GKH"
}
],
"search_results": [
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 pack, QP420/80", "asin": "B0BV11YNBT", "price": "$27.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$34.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21 "},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmers-2 Counts", "asin": "B0DPKXK5P5", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Brushmo Replacement Toothbrush Heads Compatible with Philips Sonicare One Toothbrush, for HY1200/06 Shadow Black BH1022/06 Brush Head (Shadow Black) 4 Pack", "asin": "B0CJWNCDY9", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$53.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade QP620/50", "asin": "B07P9ZGRSV", "price": "$27.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco SH50/52 Shaving Heads, Compatible with Philips Shavers Series 5000 and 6000, Powerful Performance, Self-Sharpening, 3 Pieces, Model SH50/52 Replaces Model HQ9/50, HQ56/50 and RQ11/50", "asin": "B01DDKS2JO", "price": "$31.46", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips QP210/51 Oneblade Replaceable Blade (Lime)", "asin": "B07NGM233W", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 7 left in stock - order soon."},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \u2013 QP420.50", "asin": "B0C43JZPXT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx \u3001 QP65xx\u3001QP66xx", "asin": "B0DPQGB8R1", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "HeadBlade HB6 Refill Blades - 6 Stainless Steel Blades for No Tugging or Pulling, Shave Less, Works for Face, Body, and Scalp", "asin": "B009S7J6RO", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "60 Feather FHS-10 Japanese Steel Razor Blades - Refill for OneBlade Core, Hybrid, & Genesis Razors - Single Blade Razor", "asin": "B07FTMLW3D", "price": "$55.00", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "OneBlade HiCarbon SE Safety Razor Blades - Replacement Blades for OneBlade Element, Genesis, Dawn, Core and Hybrid Razor - Single Edge Blade for Shaving", "asin": "B0DTV4NC2G", "price": "$39.95", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "B07R3CFCXK", "price": "$34.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "QP610/80 NORELCO ONE BLADE BODY KIT ACC PHILIPS", "asin": "B078S89SSL", "price": "$17.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "Pro Blades Shaver Replacement Head Compatible with Remington Balder Head Shaver Model XR7000,Stainless Steel Replacement Blades Precision Electric Shaving for Bald Men(1pack)", "asin": "B0CVY129M1", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-PCS Electric Shaver Replacement Heads, Compatible with Shavers: QP2520, QP2530, QP6510, QP6520, QP6530, QP2515", "asin": "B0DS9LKSKF", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Heads for Electric Shaver Cleaning Trimmer Head Solo Trimmer Replacement Cutter Head Hybrid Razors Blades (Pack of 6)", "asin": "B07TCDVKQV", "price": "$14.49", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 4 left in stock - order soon."},
{"title": "Philips Norelco OneBlade Intimate Pubic and Personal Body Groomer, QP1924/70 + Philips Norelco OneBlade Intimate SkinProtect Replacement Blade 2 pack, QP229/80", "asin": "B0CRGGSN5X", "price": "$59.95", "delivery": "Delivery Tue, Apr 22"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T14:33:20.774Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0743KVCJC</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0743KVCJC</answer_argument>",
"index": 945,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave 1 Count (Pack of 4)\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade QP620/50 1 Count (Pack of 1)\", \"asin\": \"B07P9ZGRSV\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Universal Replacement Heads for Blade,Replacement Blades Compatible with Most Major Head Shaver Brands, Easy-to-Install Electric Razor Shaver Heads for Bald Men. (9 Silver) 1 Count (Pack of 1)\", \"asin\": \"B0BYHR4S1Q\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"4PCS LinMei Shaver Replacement Heads Compatible for 1st Generation Microtouch Solo Men's Rechargeable Full Body Hair Trimmer and Shaver Replacement Cutter Head with 2 Clean Brush \", \"asin\": \"B09YQ42KBX\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"5 Blades Head Shaver Replacement Heads Electric Shaver Head Shaver Universal Replacement Blade Electric Razor Shaver Head (5D Black) 1 Count (Pack of 1)\", \"asin\": \"B0B2VXTY8K\", \"price\": \"$12.89\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0CDQFVY1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0D1LGTTS6\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNP56GKH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 pack, QP420/80\", \"asin\": \"B0BV11YNBT\", \"price\": \"$27.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmers-2 Counts\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Brushmo Replacement Toothbrush Heads Compatible with Philips Sonicare One Toothbrush, for HY1200/06 Shadow Black BH1022/06 Brush Head (Shadow Black) 4 Pack\", \"asin\": \"B0CJWNCDY9\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n {\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$53.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips OneBlade QP620/50\", \"asin\": \"B07P9ZGRSV\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips Norelco SH50/52 Shaving Heads, Compatible with Philips Shavers Series 5000 and 6000, Powerful Performance, Self-Sharpening, 3 Pieces, Model SH50/52 Replaces Model HQ9/50, HQ56/50 and RQ11/50\", \"asin\": \"B01DDKS2JO\", \"price\": \"$31.46\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips QP210/51 Oneblade Replaceable Blade (Lime)\", \"asin\": \"B07NGM233W\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 7 left in stock - order soon.\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \\u2013 QP420.50\", \"asin\": \"B0C43JZPXT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx \\u3001 QP65xx\\u3001QP66xx\", \"asin\": \"B0DPQGB8R1\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"HeadBlade HB6 Refill Blades - 6 Stainless Steel Blades for No Tugging or Pulling, Shave Less, Works for Face, Body, and Scalp\", \"asin\": \"B009S7J6RO\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"60 Feather FHS-10 Japanese Steel Razor Blades - Refill for OneBlade Core, Hybrid, & Genesis Razors - Single Blade Razor\", \"asin\": \"B07FTMLW3D\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"OneBlade HiCarbon SE Safety Razor Blades - Replacement Blades for OneBlade Element, Genesis, Dawn, Core and Hybrid Razor - Single Edge Blade for Shaving\", \"asin\": \"B0DTV4NC2G\", \"price\": \"$39.95\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"B07R3CFCXK\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"QP610/80 NORELCO ONE BLADE BODY KIT ACC PHILIPS\", \"asin\": \"B078S89SSL\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n {\"title\": \"Pro Blades Shaver Replacement Head Compatible with Remington Balder Head Shaver Model XR7000,Stainless Steel Replacement Blades Precision Electric Shaving for Bald Men(1pack)\", \"asin\": \"B0CVY129M1\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4-PCS Electric Shaver Replacement Heads, Compatible with Shavers: QP2520, QP2530, QP6510, QP6520, QP6530, QP2515\", \"asin\": \"B0DS9LKSKF\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n {\"title\": \"Replacement Heads for Electric Shaver Cleaning Trimmer Head Solo Trimmer Replacement Cutter Head Hybrid Razors Blades (Pack of 6)\", \"asin\": \"B07TCDVKQV\", \"price\": \"$14.49\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 4 left in stock - order soon.\"},\n {\"title\": \"Philips Norelco OneBlade Intimate Pubic and Personal Body Groomer, QP1924/70 + Philips Norelco OneBlade Intimate SkinProtect Replacement Blade 2 pack, QP229/80\", \"asin\": \"B0CRGGSN5X\", \"price\": \"$59.95\", \"delivery\": \"Delivery Tue, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:33:20.774Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads QP2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0CDQFVY1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0D1LGTTS6\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNP56GKH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush\", \"asin\": \"B0D49DZC83\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n {\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n {\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n {\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n {\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n {\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n {\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n {\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:37:18.501Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:37:18.501Z
|
click_product
|
B0C2J8XTYY
|
rule
|
2025-04-20T14:37:18.501Z
|
train
| 946 |
2025-04-20T14:37:18.501Z
|
click_product
|
B0C2J8XTYY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "one blade replacement heads QP2630"
}
],
"cart_items": [
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"ads": [
{
"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.",
"asin": "B0CDQFVY1J"
},
{
"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.",
"asin": "B0D1LGTTS6"
},
{
"title": "Go to detail page for \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.",
"asin": "B0BNP56GKH"
}
],
"search_results": [
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush", "asin": "B0D49DZC83", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black", "asin": "B0DPCX49BZ", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon."},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 28"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 30 Only 12 left in stock - order soon."},
{"title": "1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories", "asin": "B0DXDMXDS6", "price": "$14.08", "delivery": "FREE delivery Apr 28 - May 5"},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag", "asin": "B0DBVJK36Z", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green", "asin": "B0DPCXH92Y", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "B07M72WLB5", "price": "$8.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T14:37:18.501Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0C2J8XTYY</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0C2J8XTYY</answer_argument>",
"index": 946,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads QP2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0CDQFVY1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0D1LGTTS6\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNP56GKH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush\", \"asin\": \"B0D49DZC83\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n {\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n {\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n {\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n {\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n {\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n {\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n {\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:37:18.501Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads QP2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C2J8XTYY\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"\n},\n {\n \"price\": \"$32.05\"\n},\n {\n \"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of Three\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:37:40.735Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:37:40.735Z
|
click
|
product_option
|
rule
|
2025-04-20T14:37:40.735Z
|
train
| 947 |
2025-04-20T14:37:40.735Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "one blade replacement heads QP2630"
}
],
"cart_items": [
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0C2J8XTYY"
},
{
"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"
},
{
"price": "$32.05"
},
{
"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Style": "Pack of Three"
}
],
"promotion_items": [
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""}
],
"comparison_items": [
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T14:37:40.735Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 947,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads QP2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C2J8XTYY\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"\n},\n {\n \"price\": \"$32.05\"\n},\n {\n \"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of Three\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:37:40.735Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads QP2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0743KVCJC\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"\n},\n {\n \"price\": \"$34.99\"\n},\n {\n \"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of 3 /Face Body Kit\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n {\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n {\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:38:37.569Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:38:37.569Z
|
click
|
product_option
|
rule
|
2025-04-20T14:38:37.569Z
|
train
| 948 |
2025-04-20T14:38:37.569Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "one blade replacement heads QP2630"
}
],
"cart_items": [
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0743KVCJC"
},
{
"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)"
},
{
"price": "$34.99"
},
{
"bullet_list": "Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Style": "Pack of 3 /Face Body Kit"
}
],
"promotion_items": [
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""}
],
"comparison_items": [
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53", "asin": "B01E65ZXSS", "price": "$37.97"},
{"title": "Philips Norelco Replacement Blade for BT9810", "asin": "B0B75YDCRF", "price": "$47.99"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$52.99"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T14:38:37.569Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 948,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads QP2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0743KVCJC\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"\n},\n {\n \"price\": \"$34.99\"\n},\n {\n \"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of 3 /Face Body Kit\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n {\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n {\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:38:37.569Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads QP2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C2J8XTYY\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"\n},\n {\n \"price\": \"$32.05\"\n},\n {\n \"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of Three\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:10.524Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:40:10.524Z
|
click
|
product_option
|
rule
|
2025-04-20T14:40:10.524Z
|
train
| 949 |
2025-04-20T14:40:10.524Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "one blade replacement heads QP2630"
}
],
"cart_items": [
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0C2J8XTYY"
},
{
"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"
},
{
"price": "$32.05"
},
{
"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Style": "Pack of Three"
}
],
"promotion_items": [
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""}
],
"comparison_items": [
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T14:40:10.524Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 949,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads QP2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C2J8XTYY\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"\n},\n {\n \"price\": \"$32.05\"\n},\n {\n \"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of Three\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:10.524Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads QP2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0743KVCJC\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"\n},\n {\n \"price\": \"$34.99\"\n},\n {\n \"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of 3 /Face Body Kit\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n {\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n {\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:13.162Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:40:13.162Z
|
click
|
product_option
|
rule
|
2025-04-20T14:40:13.162Z
|
train
| 950 |
2025-04-20T14:40:13.162Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "one blade replacement heads QP2630"
}
],
"cart_items": [
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0743KVCJC"
},
{
"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)"
},
{
"price": "$34.99"
},
{
"bullet_list": "Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Style": "Pack of 3 /Face Body Kit"
}
],
"promotion_items": [
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""}
],
"comparison_items": [
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53", "asin": "B01E65ZXSS", "price": "$37.97"},
{"title": "Philips Norelco Replacement Blade for BT9810", "asin": "B0B75YDCRF", "price": "$47.99"},
{"title": "Philips QP240/50 Replacement Blades, Pack of 4", "asin": "B08Y744VZZ", "price": "$52.99"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T14:40:13.162Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 950,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads QP2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0743KVCJC\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\"\n},\n {\n \"price\": \"$34.99\"\n},\n {\n \"bullet_list\": \"Two Blades Last Up To 8 Months. (For Best Shaving Experience. Based On 2 Full Shaves Per Week. Actual Results May Vary.)\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of 3 /Face Body Kit\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips Replacement Shaver Blades for Shaver Series 5000, SH50/53\", \"asin\": \"B01E65ZXSS\", \"price\": \"$37.97\"},\n {\"title\": \"Philips Norelco Replacement Blade for BT9810\", \"asin\": \"B0B75YDCRF\", \"price\": \"$47.99\"},\n {\"title\": \"Philips QP240/50 Replacement Blades, Pack of 4\", \"asin\": \"B08Y744VZZ\", \"price\": \"$52.99\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:13.162Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads QP2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C2J8XTYY\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"\n},\n {\n \"price\": \"$32.05\"\n},\n {\n \"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of 3 /Face Body Kit\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:17.046Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:40:17.046Z
|
purchase
|
B0C2J8XTYY
|
rule
|
2025-04-20T14:40:17.046Z
|
train
| 951 |
2025-04-20T14:40:17.046Z
|
purchase
|
B0C2J8XTYY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "one blade replacement heads QP2630"
}
],
"cart_items": [
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0C2J8XTYY"
},
{
"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"
},
{
"price": "$32.05"
},
{
"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Style": "Pack of 3 /Face Body Kit"
}
],
"promotion_items": [
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""}
],
"comparison_items": [
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T14:40:17.046Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0C2J8XTYY</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0C2J8XTYY</answer_argument>",
"index": 951,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads QP2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C2J8XTYY\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"\n},\n {\n \"price\": \"$32.05\"\n},\n {\n \"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of 3 /Face Body Kit\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:17.046Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"\", \"price\": \"$14.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"TAKAGI USB to USB C Cable (3Pack 6ft) USB A to Type C Cable Fast Charging Nylon Braided Data Sync Transfer Cord USB C Charger for iPhone 16 Pro Max/16 Plus/15 Pro Max/15 Plus/Galaxy S20 S10 Note 20\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More\", \"asin\": \"\", \"price\": \"$6.98\", \"quantity\": \"\"},\n {\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n {\"title\": \"Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"\", \"price\": \"$14.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Pro Face + Body Electric Beard Trimmer, Shaver & Bodygroomer, with 360 Blade Technology, 2X 360 Blade, 20-Length Adjustable Comb, Body Kit, & Travel Case, QP6552/90\", \"asin\": \"\", \"price\": \"$94.96\", \"quantity\": \"\"},\n {\"title\": \"UGREEN Uno USB C to USB C Cable 100W Fast Charging Cable Type C Charging Cord with LED Display for iPhone 16/16 Plus/16 Pro/16 Pro Max/15, MacBook Pro/Air, iPad Pro/Air, Galaxy S24 Ultra 6.6FT Black\", \"asin\": \"\", \"price\": \"$12.34\", \"quantity\": \"\"},\n {\"title\": \"CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More\", \"asin\": \"\", \"price\": \"$6.98\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n {\"title\": \"Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D3HCSZ2S\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n {\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n {\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:21.419Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:40:21.419Z
|
click
|
nav_bar
|
rule
|
2025-04-20T14:40:21.419Z
|
train
| 952 |
2025-04-20T14:40:21.419Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"promotion_items": [
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "", "price": "$14.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "TAKAGI USB to USB C Cable (3Pack 6ft) USB A to Type C Cable Fast Charging Nylon Braided Data Sync Transfer Cord USB C Charger for iPhone 16 Pro Max/16 Plus/15 Pro Max/15 Plus/Galaxy S20 S10 Note 20", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More", "asin": "", "price": "$6.98", "quantity": ""},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "", "price": "$29.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "", "price": "$8.59", "quantity": ""},
{"title": "Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)", "asin": "", "price": "$21.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "", "price": "$29.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "", "price": "$48.59", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "", "price": "$8.59", "quantity": ""},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "", "price": "$14.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Pro Face + Body Electric Beard Trimmer, Shaver & Bodygroomer, with 360 Blade Technology, 2X 360 Blade, 20-Length Adjustable Comb, Body Kit, & Travel Case, QP6552/90", "asin": "", "price": "$94.96", "quantity": ""},
{"title": "UGREEN Uno USB C to USB C Cable 100W Fast Charging Cable Type C Charging Cord with LED Display for iPhone 16/16 Plus/16 Pro/16 Pro Max/15, MacBook Pro/Air, iPad Pro/Air, Galaxy S24 Ultra 6.6FT Black", "asin": "", "price": "$12.34", "quantity": ""},
{"title": "CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More", "asin": "", "price": "$6.98", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "", "price": "$29.96", "quantity": ""},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "", "price": "$8.59", "quantity": ""},
{"title": "Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)", "asin": "", "price": "$21.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "", "price": "$48.59", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0D3HCSZ2S", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B0F31VYW2W", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T14:40:21.419Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"index": 952,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"\", \"price\": \"$14.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"TAKAGI USB to USB C Cable (3Pack 6ft) USB A to Type C Cable Fast Charging Nylon Braided Data Sync Transfer Cord USB C Charger for iPhone 16 Pro Max/16 Plus/15 Pro Max/15 Plus/Galaxy S20 S10 Note 20\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More\", \"asin\": \"\", \"price\": \"$6.98\", \"quantity\": \"\"},\n {\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n {\"title\": \"Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"5-in-1 Adjustable Guards for Hybrid Electric Trimmer QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510, O Blade 5 Length Settings Optional From 1-5mm with Cleaning Brush\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"\", \"price\": \"$14.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Pro Face + Body Electric Beard Trimmer, Shaver & Bodygroomer, with 360 Blade Technology, 2X 360 Blade, 20-Length Adjustable Comb, Body Kit, & Travel Case, QP6552/90\", \"asin\": \"\", \"price\": \"$94.96\", \"quantity\": \"\"},\n {\"title\": \"UGREEN Uno USB C to USB C Cable 100W Fast Charging Cable Type C Charging Cord with LED Display for iPhone 16/16 Plus/16 Pro/16 Pro Max/15, MacBook Pro/Air, iPad Pro/Air, Galaxy S24 Ultra 6.6FT Black\", \"asin\": \"\", \"price\": \"$12.34\", \"quantity\": \"\"},\n {\"title\": \"CON-CRET Creatine HCl Powder | Muscle, Cognitive, Cellular Energy Support | No Bloating or Cramps | USA Made & NSF Certified | Lemon Lime (100 Serving)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"MagicFiber Microfiber Cleaning Cloths, 2 Pack - Premium Cloth for Glasses, Lens, Screens & More\", \"asin\": \"\", \"price\": \"$6.98\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Skull Shaver Forte PRO 4 Head Replacement Blade for Pitbull, Butterfly kiss pro & Palm Shavers - Best Electric Shaver & Head Shaver Blade, Smooth Shave with Less Irritation\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"\", \"price\": \"$8.59\", \"quantity\": \"\"},\n {\"title\": \"Spindrift Sparkling Water, 4 Flavor Variety Pack, Made with Real Squeezed Fruit, 12 Fl Oz (Pack of 20)\", \"asin\": \"\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D3HCSZ2S\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n {\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n {\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:21.419Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"quantity\": \"\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)\", \"asin\": \"/promo/ANI0ZJQDZPAYW\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:26.255Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:40:26.255Z
|
click_product
|
B0C2J8XTYY
|
rule
|
2025-04-20T14:40:26.255Z
|
train
| 953 |
2025-04-20T14:40:26.255Z
|
click_product
|
B0C2J8XTYY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$48.59", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "B0747HR4BT", "price": "$11.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "B07M72WLB5", "price": "$8.59", "quantity": ""},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "quantity": ""},
{"title": "Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)", "asin": "/promo/ANI0ZJQDZPAYW", "price": "$7.99", "quantity": ""},
{"title": "3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades", "asin": "B0D4YYSD8V", "price": "$18.99", "quantity": ""},
{"title": "Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520", "asin": "B01FG2RLOE", "price": "$44.99", "quantity": ""},
{"title": "VIKICON\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him", "asin": "/promo/A377JZ59CWHAN2", "price": "$49.99", "quantity": ""},
{"title": "Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades", "asin": "B0CQYFF8DY", "price": "$18.59", "quantity": ""}
],
"active_items": [
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Pack of 3 /Face Body Kit"}]}
],
"saved_items": [
{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$13.59", "options": [{"Color": "Black"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T14:40:26.255Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0C2J8XTYY</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0C2J8XTYY</answer_argument>",
"index": 953,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"quantity\": \"\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)\", \"asin\": \"/promo/ANI0ZJQDZPAYW\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:40:26.255Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"quantity\": \"\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)\", \"asin\": \"/promo/ANI0ZJQDZPAYW\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D3HCSZ2S\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B002JIO4OO\", \"price\": \"$63.82\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DNRPHSMC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B06XS1RXW2\", \"price\": \"$98.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D3Y22X6C\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portab\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:42:01.212Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:42:01.212Z
|
click
|
suggested_term
|
rule
|
2025-04-20T14:42:01.212Z
|
train
| 954 |
2025-04-20T14:42:01.212Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$48.59", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "B0747HR4BT", "price": "$11.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter", "asin": "B07M72WLB5", "price": "$8.59", "quantity": ""},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "quantity": ""},
{"title": "Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)", "asin": "/promo/ANI0ZJQDZPAYW", "price": "$7.99", "quantity": ""},
{"title": "3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades", "asin": "B0D4YYSD8V", "price": "$18.99", "quantity": ""},
{"title": "Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520", "asin": "B01FG2RLOE", "price": "$44.99", "quantity": ""},
{"title": "VIKICON\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him", "asin": "/promo/A377JZ59CWHAN2", "price": "$49.99", "quantity": ""},
{"title": "Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades", "asin": "B0CQYFF8DY", "price": "$18.59", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0D3HCSZ2S", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B0F31VYW2W", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B002JIO4OO", "price": "$63.82", "quantity": ""},
{"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "", "asin": "B0DNRPHSMC", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B06XS1RXW2", "price": "$98.99", "quantity": ""},
{"title": "", "asin": "B0D3Y22X6C", "price": "$19.99", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
{"title": "Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 ", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
{"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""},
{"title": "PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro", "asin": "", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portab", "asin": "", "quantity": ""}
],
"active_items": [
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Pack of 3 /Face Body Kit"}]}
],
"saved_items": [
{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$13.59", "options": [{"Color": "Black"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T14:42:01.212Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 954,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"IBERLS for Philips HQ850 Power Cord for One Blade QP2630 QP2530 Shaver, Replacement Charger 8V, Compatible with Ph illips Razor Norelco All-in-One Grooming Trimmer Charging Cable Adapter\", \"asin\": \"B07M72WLB5\", \"price\": \"$8.59\", \"quantity\": \"\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Yinke 5V Type-C Shaver Adapter Charging Converter for Philips Norelco OneBlade QP2724 QP2834 QP4530 MG5910 MG7910 MG9510 QP1924 QP1324, USB-C Shaver Charger Converter Without Charger Cord (1 PC)\", \"asin\": \"/promo/ANI0ZJQDZPAYW\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D3HCSZ2S\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B002JIO4OO\", \"price\": \"$63.82\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DNRPHSMC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B06XS1RXW2\", \"price\": \"$98.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D3Y22X6C\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portab\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:42:01.212Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads qp2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0CDQFVY1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0D1LGTTS6\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNP56GKH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 \"},\n {\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n {\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n {\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n {\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n {\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n {\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n {\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n {\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n {\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n {\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 28 - May 1\"},\n {\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:42:16.801Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:42:16.801Z
|
click_product
|
B0DYZX33W5
|
rule
|
2025-04-20T14:42:16.801Z
|
train
| 955 |
2025-04-20T14:42:16.801Z
|
click_product
|
B0DYZX33W5
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "one blade replacement heads qp2630"
}
],
"cart_items": [
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"ads": [
{
"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.",
"asin": "B0CDQFVY1J"
},
{
"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.",
"asin": "B0D1LGTTS6"
},
{
"title": "Go to detail page for \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.",
"asin": "B0BNP56GKH"
}
],
"search_results": [
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade, for Philips Norelco One Blade QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)", "asin": "B0DT1JW691", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black", "asin": "B0F284X8G4", "price": "$9.98", "delivery": "FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 "},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black", "asin": "B0DPCX49BZ", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon."},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 28"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 30 Only 12 left in stock - order soon."},
{"title": "1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories", "asin": "B0DXDMXDS6", "price": "$14.08", "delivery": "FREE delivery Apr 28 - May 5"},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag", "asin": "B0DBVJK36Z", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon."},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green", "asin": "B0DPCXH92Y", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DY76TP1M", "price": "$16.99", "delivery": "FREE delivery Apr 28 - May 1"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T14:42:16.801Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0DYZX33W5</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0DYZX33W5</answer_argument>",
"index": 955,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads qp2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0CDQFVY1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0D1LGTTS6\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNP56GKH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 \"},\n {\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n {\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n {\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n {\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n {\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n {\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n {\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n {\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n {\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n {\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 28 - May 1\"},\n {\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:42:16.801Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads qp2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0CDQFVY1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0D1LGTTS6\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNP56GKH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 \"},\n {\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861\", \"asin\": \"B0D7C3FSMK\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 29 - 30 Only 5 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n {\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n {\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n {\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n {\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n {\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n {\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n {\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n {\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n {\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 28 - May 1\"},\n {\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:43:07.125Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:43:07.125Z
|
click_product
|
B0DLK12F7F
|
rule
|
2025-04-20T14:43:07.125Z
|
train
| 956 |
2025-04-20T14:43:07.125Z
|
click_product
|
B0DLK12F7F
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "one blade replacement heads qp2630"
}
],
"cart_items": [
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"ads": [
{
"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.",
"asin": "B0CDQFVY1J"
},
{
"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.",
"asin": "B0D1LGTTS6"
},
{
"title": "Go to detail page for \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.",
"asin": "B0BNP56GKH"
}
],
"search_results": [
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 "},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blade, for Philips Norelco One Blade QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)", "asin": "B0DT1JW691", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 "},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 "},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "B0DLK12F7F", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black", "asin": "B0F284X8G4", "price": "$9.98", "delivery": "FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 "},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM "},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31", "asin": "B0F4JQNX9H", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861", "asin": "B0D7C3FSMK", "price": "$18.00", "delivery": "FREE delivery Apr 29 - 30 Only 5 left in stock - order soon."},
{"title": "Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack", "asin": "B0DPDVSXBN", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon."},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23"},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black", "asin": "B0DPCX49BZ", "price": "$28.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon."},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 28"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black", "asin": "B0DPCWYSMC", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon."},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 24 - 28 Only 11 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon."},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Wed, Apr 30 Only 12 left in stock - order soon."},
{"title": "1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories", "asin": "B0DXDMXDS6", "price": "$14.08", "delivery": "FREE delivery Apr 28 - May 5"},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon."},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.29", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon."},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag", "asin": "B0DBVJK36Z", "price": "$9.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon."},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green", "asin": "B0DPCXH92Y", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon."},
{"title": "2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DY76TP1M", "price": "$16.99", "delivery": "FREE delivery Apr 28 - May 1"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.44", "delivery": "FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T14:43:07.125Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0DLK12F7F</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0DLK12F7F</answer_argument>",
"index": 956,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads qp2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0CDQFVY1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4362 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0D1LGTTS6\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4557 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNP56GKH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tomorrow, Apr 21 \"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Wed, Apr 23 \"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 \"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1 \"},\n {\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by AmazonOr fastest delivery Overnight 4 AM - 8 AM \"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/80 QP2515 QP2520 QP2630 QP2834 QP6510/31\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861\", \"asin\": \"B0D7C3FSMK\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 29 - 30 Only 5 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With One Blade QP2510/QP2520/QP2620/QP2630/QP6510,4 Pack\", \"asin\": \"B0DPDVSXBN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 11 left in stock - order soon.\"},\n {\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Wed, Apr 23\"},\n {\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Black\", \"asin\": \"B0DPCX49BZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 6 left in stock - order soon.\"},\n {\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 28\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Black\", \"asin\": \"B0DPCWYSMC\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 3 left in stock - order soon.\"},\n {\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 24 - 28 Only 11 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 7 left in stock - order soon.\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22\"},\n {\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 1 left in stock - order soon.\"},\n {\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Wed, Apr 30 Only 12 left in stock - order soon.\"},\n {\"title\": \"1-5mm Adjustable Beard Comb Replacement for One Blade QP2620 QP2630 QP2724 QP2734 Razor Trimmer Clipper Shaver Accessories\", \"asin\": \"B0DXDMXDS6\", \"price\": \"$14.08\", \"delivery\": \"FREE delivery Apr 28 - May 5\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM Only 16 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.29\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Fri, Apr 25 Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21 Only 10 left in stock - order soon.\"},\n {\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Travel Case for Philips Norelco One Blade Trimmers, Portable Hard Case for One Blade Replacement Heads Acessories, QP2520, QP2630, QP6510, QP6520, QP653, Fashinable Storage Carrying Bag\", \"asin\": \"B0DBVJK36Z\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 13 left in stock - order soon.\"},\n {\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 21\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Green\", \"asin\": \"B0DPCXH92Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 25 on $35 of items shipped by Amazon Or fastest delivery Tue, Apr 22 Only 2 left in stock - order soon.\"},\n {\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 28 - May 1\"},\n {\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.44\", \"delivery\": \"FREE delivery Tue, May 6 Or fastest delivery Mon, Apr 28\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:43:07.125Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C2J8XTYY\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"\n},\n {\n \"price\": \"$32.05\"\n},\n {\n \"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of 3 /Face Body Kit\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:45:29.360Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T14:45:29.360Z
|
click
|
other
|
rule
|
2025-04-20T14:45:29.360Z
|
train
| 957 |
2025-04-20T14:45:29.360Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0C2J8XTYY"
},
{
"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"
},
{
"price": "$32.05"
},
{
"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Style": "Pack of 3 /Face Body Kit"
}
],
"promotion_items": [
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...", "asin": "B0F4JQNX9H", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...", "asin": "B0DLK12F7F", "price": "$22.99", "quantity": ""},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0F4R27T5G", "price": "$45.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""}
],
"comparison_items": [
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.05"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T14:45:29.360Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"index": 957,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C2J8XTYY\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"\n},\n {\n \"price\": \"$32.05\"\n},\n {\n \"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of 3 /Face Body Kit\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack replacement blades, compatible with One blades Suitable spare blades QP210/8...\", \"asin\": \"B0F4JQNX9H\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80...\", \"asin\": \"B0DLK12F7F\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"6-Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0F4R27T5G\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.05\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T14:45:29.360Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95\", \"asin\": \"B091TTH7PT\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types\", \"asin\": \"B0795YQ8H6\", \"price\": \"$22.00\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"B000MN63CO\", \"price\": \"$14.96\", \"quantity\": \"\"},\n {\"title\": \"hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz\", \"asin\": \"B09H3RK75S\", \"price\": \"$2548\", \"quantity\": \"\"},\n {\"title\": \"Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.\", \"asin\": \"B0BZT8JYSR\", \"price\": \"$28.00\", \"quantity\": \"\"},\n {\"title\": \"Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free\", \"asin\": \"B00NN07IMW\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B002JIO4OO\", \"price\": \"$63.82\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01M9AWRMC\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:10:32.932Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T21:10:32.932Z
|
click
|
nav_bar
|
rule
|
2025-04-20T21:10:32.932Z
|
train
| 958 |
2025-04-20T21:10:32.932Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.99", "quantity": ""},
{"title": "Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95", "asin": "B091TTH7PT", "price": "$26.99", "quantity": ""},
{"title": "Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types", "asin": "B0795YQ8H6", "price": "$22.00", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.99", "quantity": ""},
{"title": "Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40", "asin": "B000MN63CO", "price": "$14.96", "quantity": ""},
{"title": "hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz", "asin": "B09H3RK75S", "price": "$2548", "quantity": ""},
{"title": "Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.", "asin": "B0BZT8JYSR", "price": "$28.00", "quantity": ""},
{"title": "Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free", "asin": "B00NN07IMW", "price": "$19.95", "quantity": ""},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$48.59", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "B0747HR4BT", "price": "$11.99", "quantity": ""},
{"title": "KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles", "asin": "B0DJHBQ3VT", "price": "$7.99", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0CSD4299Y", "price": "$26.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B002JIO4OO", "price": "$63.82", "quantity": ""},
{"title": "", "asin": "B01M9AWRMC", "price": "$64.90", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "", "quantity": ""},
{"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
{"title": "Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 ", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
{"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""},
{"title": "PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro", "asin": "", "quantity": ""}
],
"active_items": [
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Fri, Apr 25 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Fri, Apr 25 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Pack of 3 /Face Body Kit"}]}
],
"saved_items": [
{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$13.59", "options": [{"Color": "Black"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T21:10:32.932Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"index": 958,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine A3 Premium All-in-One Replacement Toothbrush Heads, 2 Brush Heads, Black, HX9092/95\", \"asin\": \"B091TTH7PT\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Redken Brews Cream Pomade For Men - Provides Medium Hold With Natural and Smooth Finish With Low Shine, For All Hair Types\", \"asin\": \"B0795YQ8H6\", \"price\": \"$22.00\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco Genuine Bodygroom Replacement Trimmer/Shaver Foil, BG2000/40\", \"asin\": \"B000MN63CO\", \"price\": \"$14.96\", \"quantity\": \"\"},\n {\"title\": \"hims Thick Fix Hair Thickening Shampoo for Men, 2 Pack - Hair Loss Shampoo with Saw Palmetto and Niacinamide - No Parabens or Sulfates, Vegan and Cruelty Free - Eucalyptus Grove - 2 x 6.4 fl oz\", \"asin\": \"B09H3RK75S\", \"price\": \"$2548\", \"quantity\": \"\"},\n {\"title\": \"Highland Glacial Hair Clay Pomade - Award winning hair styling clay for men and women made with 100% all natural and organic ingredients that promote hair and scalp health. Low shine, Medium Hold.\", \"asin\": \"B0BZT8JYSR\", \"price\": \"$28.00\", \"quantity\": \"\"},\n {\"title\": \"Brushmo Replacement Toothbrush Heads - Compatible with Philips Sonicare Electric Toothbrush Handles - Soft Dupont Bristles - 8 Plaque Removal Replacement Heads - BPA-Free\", \"asin\": \"B00NN07IMW\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CSD4299Y\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B002JIO4OO\", \"price\": \"$63.82\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01M9AWRMC\", \"price\": \"$64.90\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"PROHEAR 016 Ear Protection Safety Earmuffs for Shooting, NRR 26dB Noise Reduction Slim Passive Hearing Protector with Low-Pro\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Fri, Apr 25 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$13.59\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:10:32.932Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.40\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"EUHOMY Countertop Ice Maker Machine with Handle, 26lbs in 24Hrs, 9 Ice Cubes Ready in 6 Mins, Auto-Cleaning Portable Ice Maker with Basket and Scoop, for Home/Kitchen/Camping/RV. (Black)\", \"asin\": \"B0BWHZJHPL\", \"price\": \"$84.99\", \"quantity\": \"\"},\n {\"title\": \"Silonn Ice Maker Countertop, Portable Ice Machine with Carry Handle, Self-Cleaning Ice Makers with Basket and Scoop, 9 Cubes in 6 Mins, 26 lbs per Day, Ideal for Home, Kitchen, Camping, RV\", \"asin\": \"B0BXXKFJK2\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"EUHOMY Nugget Ice Maker Countertop with Handle, Ready in 6 Mins, 34lbs Per Day, Removable Top Cover, Auto-Cleaning, Portable Sonic Ice Maker with Basket and Scoop, for Home/Party/RV/Camping (Black)\", \"asin\": \"B0C32SGKMJ\", \"price\": \"$189.99\", \"quantity\": \"\"},\n {\"title\": \"Frigidaire 26 Lbs per Day Portable Compact Maker, Ice Making Machine, Stainless, Medium\", \"asin\": \"B07JBJWP2W\", \"price\": \"$84.00\", \"quantity\": \"\"},\n {\"title\": \"Sweetcrispy Countertop Ice Maker with Scoop, Basket and Handle, 9 Ice Cubes Machine Ready in 6 Mins, 26.5lbs in 24Hrs, 2 Sizes for Home Kitchen Office Bar Party(Black)\", \"asin\": \"B0DS5DLPXH\", \"price\": \"$55.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Carhartt Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B002GHC19I\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Crocs Unisex Adult Classic Clog\", \"asin\": \"B0014BYHJE\", \"price\": \"$36.95\", \"quantity\": \"\"},\n {\"title\": \"Crocs Kids' Classic Clog\", \"asin\": \"B09642VSFM\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"Hanes Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B00D1ARZMC\", \"price\": \"$19.48\", \"quantity\": \"\"},\n {\"title\": \"Gildan Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZMKWVM\", \"price\": \"$18.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Cherry Blossom\", \"asin\": \"B0DR9PNXX3\", \"price\": \"$35.00\", \"quantity\": \"\"},\n {\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)\", \"asin\": \"B0BZYCJK89\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"HydroJug Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand\", \"asin\": \"B0CQVWT2NH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day\", \"asin\": \"B00S93EQUK\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit\", \"asin\": \"B0C1HJV7BJ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Rain-X 810165 Latitude 22\\\" & 22\\\" Wiper Blades Replacement Set for Chevrolet Silverado 1500 2000-2024,Ford F-150 2008-2024,GMC Sierra 1500 2000-2024,Chevrolet Silverado 2500 HD 2001-2024 & More\", \"asin\": \"B084CT24NM\", \"price\": \"$34.88\", \"quantity\": \"\"},\n {\"title\": \"Mobil 1 Advanced Fuel Economy Full Synthetic Motor Oil 0W-20, 5 Quart\", \"asin\": \"B00J00X5YO\", \"price\": \"$24.97\", \"quantity\": \"\"},\n {\"title\": \"USANOOKS Microfiber Cleaning Cloth Grey - 12 Pcs (12.5\\\"x12.5\\\") - High Performance - 1200 Washes, Ultra Absorbent Microfiber Towel Weave Grime & Liquid for Streak-Free Mirror Shine - Car Washing Cloth\", \"asin\": \"B08BRJHJF9\", \"price\": \"$8.98\", \"quantity\": \"\"},\n {\"title\": \"Armor All Protectant, Glass and Cleaning Wipes, Interior Car Cleaner and Exterior Care, 30 Count Each (Pack of 3)\", \"asin\": \"B079SQJCB4\", \"price\": \"$12.22\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Artnaturals Kojic Acid Soap + African Net Sponge (2 pack X 142g Turmeric bars) Dark spot remover & Scars - Original Japanese Complex Vitamin C, Hyaluronic Acid, retinol, shea butter (Citrus)\", \"asin\": \"B0CP4KCP54\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"THEMEROL Easter Basket Stuffers for Teens Girls Gifts Bracelets Kids Trendy Stuff Teenage 12 Year Old Birthday Idea Best Friend Women Her Daughter Granddaughter Cards Christmas Day Stocking Valentines\", \"asin\": \"B0CKQL9FKS\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"THEMEROL Easter Basket Stuffers for Kids Teens Boys Gift Ideas Teenage Him Men Beaded Bracelets Son 14 16 18 Year Old Birthday Confirmation Graduation Cool Unique Christmas Day Stocking Valentines\", \"asin\": \"B0C6G7WVP8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Massive Beads Black Obsidian - Stone of Pleasure - Handmade Yoga Stretch Elastic Bracelet Natural Stone Crystal Healing Power Energy Gifts for Unisex Adult 4mm\", \"asin\": \"B0CNW28FSV\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"THEMEROL Easter Gifts for Kids Basket Stuffers for Toddler Teens Girls Teenage Tween Unique Gift Egg Fillers Cards Adults Women Outfit 8 12 7 11 Year Old Moonstone Bracelet Essentials\", \"asin\": \"B0DYPB53V7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Mighty Patch\\u2122 Original patch from Hero Cosmetics - Hydrocolloid Acne Pimple Patch for Covering Zits and Blemishes in Face and Skin, Vegan-friendly and Not Tested on Animals (36 Count)\", \"asin\": \"B074PVTPBW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz\", \"asin\": \"B08KT2Z93D\", \"price\": \"$8.98\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n {\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n {\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Hada Labo Rohto Gokujun Hyaluronic Face Wash - 100g, White, 3.52 Ounce (Pack of 1)\", \"asin\": \"B01CE5P5HG\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"ee9894a6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"ee9894a6\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Indoor Cam (newest model) \\u2014 Home or business security in 1080p HD video, White\", \"asin\": \"0a301bc1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk\", \"asin\": \"0a301bc1\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (Black)\", \"asin\": \"B0BWX39R5W\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 1 camera system\", \"asin\": \"ee9894a6\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 5 camera system\", \"asin\": \"73072bfe\", \"price\": \"$199.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to moni\", \"asin\": \"B08CKHPP52\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"WYZE Cam Pan v3 - Indoor/Outdoor Rated, 1080p HD, SD Card Storage, No Subscription Required, 360\\u00b0 Pan/Tilt/Zoom, Wi-Fi Securi\", \"asin\": \"19e03689\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:11:11.786Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T21:11:11.786Z
|
click
|
other
|
rule
|
2025-04-20T21:11:11.786Z
|
train
| 959 |
2025-04-20T21:11:11.786Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$32.40", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"promotion_items": [
{"title": "EUHOMY Countertop Ice Maker Machine with Handle, 26lbs in 24Hrs, 9 Ice Cubes Ready in 6 Mins, Auto-Cleaning Portable Ice Maker with Basket and Scoop, for Home/Kitchen/Camping/RV. (Black)", "asin": "B0BWHZJHPL", "price": "$84.99", "quantity": ""},
{"title": "Silonn Ice Maker Countertop, Portable Ice Machine with Carry Handle, Self-Cleaning Ice Makers with Basket and Scoop, 9 Cubes in 6 Mins, 26 lbs per Day, Ideal for Home, Kitchen, Camping, RV", "asin": "B0BXXKFJK2", "price": "$69.98", "quantity": ""},
{"title": "EUHOMY Nugget Ice Maker Countertop with Handle, Ready in 6 Mins, 34lbs Per Day, Removable Top Cover, Auto-Cleaning, Portable Sonic Ice Maker with Basket and Scoop, for Home/Party/RV/Camping (Black)", "asin": "B0C32SGKMJ", "price": "$189.99", "quantity": ""},
{"title": "Frigidaire 26 Lbs per Day Portable Compact Maker, Ice Making Machine, Stainless, Medium", "asin": "B07JBJWP2W", "price": "$84.00", "quantity": ""},
{"title": "Sweetcrispy Countertop Ice Maker with Scoop, Basket and Handle, 9 Ice Cubes Machine Ready in 6 Mins, 26.5lbs in 24Hrs, 2 Sizes for Home Kitchen Office Bar Party(Black)", "asin": "B0DS5DLPXH", "price": "$55.99", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Carhartt Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)", "asin": "B002GHC19I", "price": "$14.99", "quantity": ""},
{"title": "Crocs Unisex Adult Classic Clog", "asin": "B0014BYHJE", "price": "$36.95", "quantity": ""},
{"title": "Crocs Kids' Classic Clog", "asin": "B09642VSFM", "price": "$24.98", "quantity": ""},
{"title": "Hanes Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B00D1ARZMC", "price": "$19.48", "quantity": ""},
{"title": "Gildan Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B077ZMKWVM", "price": "$18.97", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Cherry Blossom", "asin": "B0DR9PNXX3", "price": "$35.00", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)", "asin": "B0BZYCJK89", "price": "$27.99", "quantity": ""},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "B0113UZJE2", "price": "$13.99", "quantity": ""},
{"title": "HydroJug Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand", "asin": "B0CQVWT2NH", "price": "$39.99", "quantity": ""},
{"title": "Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day", "asin": "B00S93EQUK", "price": "$16.98", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit", "asin": "B0C1HJV7BJ", "price": "$12.95", "quantity": ""},
{"title": "Rain-X 810165 Latitude 22\" & 22\" Wiper Blades Replacement Set for Chevrolet Silverado 1500 2000-2024,Ford F-150 2008-2024,GMC Sierra 1500 2000-2024,Chevrolet Silverado 2500 HD 2001-2024 & More", "asin": "B084CT24NM", "price": "$34.88", "quantity": ""},
{"title": "Mobil 1 Advanced Fuel Economy Full Synthetic Motor Oil 0W-20, 5 Quart", "asin": "B00J00X5YO", "price": "$24.97", "quantity": ""},
{"title": "USANOOKS Microfiber Cleaning Cloth Grey - 12 Pcs (12.5\"x12.5\") - High Performance - 1200 Washes, Ultra Absorbent Microfiber Towel Weave Grime & Liquid for Streak-Free Mirror Shine - Car Washing Cloth", "asin": "B08BRJHJF9", "price": "$8.98", "quantity": ""},
{"title": "Armor All Protectant, Glass and Cleaning Wipes, Interior Car Cleaner and Exterior Care, 30 Count Each (Pack of 3)", "asin": "B079SQJCB4", "price": "$12.22", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Artnaturals Kojic Acid Soap + African Net Sponge (2 pack X 142g Turmeric bars) Dark spot remover & Scars - Original Japanese Complex Vitamin C, Hyaluronic Acid, retinol, shea butter (Citrus)", "asin": "B0CP4KCP54", "price": "$14.97", "quantity": ""},
{"title": "THEMEROL Easter Basket Stuffers for Teens Girls Gifts Bracelets Kids Trendy Stuff Teenage 12 Year Old Birthday Idea Best Friend Women Her Daughter Granddaughter Cards Christmas Day Stocking Valentines", "asin": "B0CKQL9FKS", "price": "$12.99", "quantity": ""},
{"title": "THEMEROL Easter Basket Stuffers for Kids Teens Boys Gift Ideas Teenage Him Men Beaded Bracelets Son 14 16 18 Year Old Birthday Confirmation Graduation Cool Unique Christmas Day Stocking Valentines", "asin": "B0C6G7WVP8", "price": "$14.99", "quantity": ""},
{"title": "Massive Beads Black Obsidian - Stone of Pleasure - Handmade Yoga Stretch Elastic Bracelet Natural Stone Crystal Healing Power Energy Gifts for Unisex Adult 4mm", "asin": "B0CNW28FSV", "price": "$5.99", "quantity": ""},
{"title": "THEMEROL Easter Gifts for Kids Basket Stuffers for Toddler Teens Girls Teenage Tween Unique Gift Egg Fillers Cards Adults Women Outfit 8 12 7 11 Year Old Moonstone Bracelet Essentials", "asin": "B0DYPB53V7", "price": "$15.99", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Mighty Patch\u2122 Original patch from Hero Cosmetics - Hydrocolloid Acne Pimple Patch for Covering Zits and Blemishes in Face and Skin, Vegan-friendly and Not Tested on Animals (36 Count)", "asin": "B074PVTPBW", "price": "$12.99", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz", "asin": "B08KT2Z93D", "price": "$8.98", "quantity": ""},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.97", "quantity": ""},
{"title": "Amazon Basics Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$2.88", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "Hada Labo Rohto Gokujun Hyaluronic Face Wash - 100g, White, 3.52 Ounce (Pack of 1)", "asin": "B01CE5P5HG", "price": "$12.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "ee9894a6", "price": "$19.99", "quantity": ""},
{"title": "Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \u2014 wired or wire-free (Black)", "asin": "ee9894a6", "price": "$34.99", "quantity": ""},
{"title": "Ring Indoor Cam (newest model) \u2014 Home or business security in 1080p HD video, White", "asin": "0a301bc1", "price": "$34.99", "quantity": ""},
{"title": "Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk", "asin": "0a301bc1", "price": "$99.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (Black)", "asin": "B0BWX39R5W", "price": "$19.99", "quantity": ""},
{"title": "Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \u2013 1 camera system", "asin": "ee9894a6", "price": "$49.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \u2013 5 camera system", "asin": "73072bfe", "price": "$199.99", "quantity": ""},
{"title": "Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to moni", "asin": "B08CKHPP52", "price": "", "quantity": ""},
{"title": "WYZE Cam Pan v3 - Indoor/Outdoor Rated, 1080p HD, SD Card Storage, No Subscription Required, 360\u00b0 Pan/Tilt/Zoom, Wi-Fi Securi", "asin": "19e03689", "price": "", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts", "asin": "", "quantity": ""},
{"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
{"title": "Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 ", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
{"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""},
{"title": "ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count", "asin": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla", "asin": "", "quantity": ""},
{"title": "Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F", "asin": "", "quantity": ""},
{"title": "Nikwax Down Wash.Direct", "asin": "", "quantity": ""},
{"title": "NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound", "asin": "", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T21:11:11.786Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"index": 959,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$32.40\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"EUHOMY Countertop Ice Maker Machine with Handle, 26lbs in 24Hrs, 9 Ice Cubes Ready in 6 Mins, Auto-Cleaning Portable Ice Maker with Basket and Scoop, for Home/Kitchen/Camping/RV. (Black)\", \"asin\": \"B0BWHZJHPL\", \"price\": \"$84.99\", \"quantity\": \"\"},\n {\"title\": \"Silonn Ice Maker Countertop, Portable Ice Machine with Carry Handle, Self-Cleaning Ice Makers with Basket and Scoop, 9 Cubes in 6 Mins, 26 lbs per Day, Ideal for Home, Kitchen, Camping, RV\", \"asin\": \"B0BXXKFJK2\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"EUHOMY Nugget Ice Maker Countertop with Handle, Ready in 6 Mins, 34lbs Per Day, Removable Top Cover, Auto-Cleaning, Portable Sonic Ice Maker with Basket and Scoop, for Home/Party/RV/Camping (Black)\", \"asin\": \"B0C32SGKMJ\", \"price\": \"$189.99\", \"quantity\": \"\"},\n {\"title\": \"Frigidaire 26 Lbs per Day Portable Compact Maker, Ice Making Machine, Stainless, Medium\", \"asin\": \"B07JBJWP2W\", \"price\": \"$84.00\", \"quantity\": \"\"},\n {\"title\": \"Sweetcrispy Countertop Ice Maker with Scoop, Basket and Handle, 9 Ice Cubes Machine Ready in 6 Mins, 26.5lbs in 24Hrs, 2 Sizes for Home Kitchen Office Bar Party(Black)\", \"asin\": \"B0DS5DLPXH\", \"price\": \"$55.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Carhartt Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt (Also Available in Big & Tall)\", \"asin\": \"B002GHC19I\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Crocs Unisex Adult Classic Clog\", \"asin\": \"B0014BYHJE\", \"price\": \"$36.95\", \"quantity\": \"\"},\n {\"title\": \"Crocs Kids' Classic Clog\", \"asin\": \"B09642VSFM\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"Hanes Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B00D1ARZMC\", \"price\": \"$19.48\", \"quantity\": \"\"},\n {\"title\": \"Gildan Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZMKWVM\", \"price\": \"$18.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Cherry Blossom\", \"asin\": \"B0DR9PNXX3\", \"price\": \"$35.00\", \"quantity\": \"\"},\n {\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)\", \"asin\": \"B0BZYCJK89\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"B0113UZJE2\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"HydroJug Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand\", \"asin\": \"B0CQVWT2NH\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day\", \"asin\": \"B00S93EQUK\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Drift Car Air Freshener - Wood Air Freshener - Car Odor Eliminator - Teak Scent Starter Kit\", \"asin\": \"B0C1HJV7BJ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Rain-X 810165 Latitude 22\\\" & 22\\\" Wiper Blades Replacement Set for Chevrolet Silverado 1500 2000-2024,Ford F-150 2008-2024,GMC Sierra 1500 2000-2024,Chevrolet Silverado 2500 HD 2001-2024 & More\", \"asin\": \"B084CT24NM\", \"price\": \"$34.88\", \"quantity\": \"\"},\n {\"title\": \"Mobil 1 Advanced Fuel Economy Full Synthetic Motor Oil 0W-20, 5 Quart\", \"asin\": \"B00J00X5YO\", \"price\": \"$24.97\", \"quantity\": \"\"},\n {\"title\": \"USANOOKS Microfiber Cleaning Cloth Grey - 12 Pcs (12.5\\\"x12.5\\\") - High Performance - 1200 Washes, Ultra Absorbent Microfiber Towel Weave Grime & Liquid for Streak-Free Mirror Shine - Car Washing Cloth\", \"asin\": \"B08BRJHJF9\", \"price\": \"$8.98\", \"quantity\": \"\"},\n {\"title\": \"Armor All Protectant, Glass and Cleaning Wipes, Interior Car Cleaner and Exterior Care, 30 Count Each (Pack of 3)\", \"asin\": \"B079SQJCB4\", \"price\": \"$12.22\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Artnaturals Kojic Acid Soap + African Net Sponge (2 pack X 142g Turmeric bars) Dark spot remover & Scars - Original Japanese Complex Vitamin C, Hyaluronic Acid, retinol, shea butter (Citrus)\", \"asin\": \"B0CP4KCP54\", \"price\": \"$14.97\", \"quantity\": \"\"},\n {\"title\": \"THEMEROL Easter Basket Stuffers for Teens Girls Gifts Bracelets Kids Trendy Stuff Teenage 12 Year Old Birthday Idea Best Friend Women Her Daughter Granddaughter Cards Christmas Day Stocking Valentines\", \"asin\": \"B0CKQL9FKS\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"THEMEROL Easter Basket Stuffers for Kids Teens Boys Gift Ideas Teenage Him Men Beaded Bracelets Son 14 16 18 Year Old Birthday Confirmation Graduation Cool Unique Christmas Day Stocking Valentines\", \"asin\": \"B0C6G7WVP8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Massive Beads Black Obsidian - Stone of Pleasure - Handmade Yoga Stretch Elastic Bracelet Natural Stone Crystal Healing Power Energy Gifts for Unisex Adult 4mm\", \"asin\": \"B0CNW28FSV\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"THEMEROL Easter Gifts for Kids Basket Stuffers for Toddler Teens Girls Teenage Tween Unique Gift Egg Fillers Cards Adults Women Outfit 8 12 7 11 Year Old Moonstone Bracelet Essentials\", \"asin\": \"B0DYPB53V7\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Mighty Patch\\u2122 Original patch from Hero Cosmetics - Hydrocolloid Acne Pimple Patch for Covering Zits and Blemishes in Face and Skin, Vegan-friendly and Not Tested on Animals (36 Count)\", \"asin\": \"B074PVTPBW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"eos Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz\", \"asin\": \"B08KT2Z93D\", \"price\": \"$8.98\", \"quantity\": \"\"},\n {\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$2.88\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n {\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n {\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Hada Labo Rohto Gokujun Hyaluronic Face Wash - 100g, White, 3.52 Ounce (Pack of 1)\", \"asin\": \"B01CE5P5HG\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"ee9894a6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"ee9894a6\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Indoor Cam (newest model) \\u2014 Home or business security in 1080p HD video, White\", \"asin\": \"0a301bc1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk\", \"asin\": \"0a301bc1\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (Black)\", \"asin\": \"B0BWX39R5W\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 1 camera system\", \"asin\": \"ee9894a6\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 5 camera system\", \"asin\": \"73072bfe\", \"price\": \"$199.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to moni\", \"asin\": \"B08CKHPP52\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"WYZE Cam Pan v3 - Indoor/Outdoor Rated, 1080p HD, SD Card Storage, No Subscription Required, 360\\u00b0 Pan/Tilt/Zoom, Wi-Fi Securi\", \"asin\": \"19e03689\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads Compatible with One - Blades QP2515 QP2520 QP2834 QP6520 QP210/80, Replacement Blades Jasbello 3-Counts\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"ZEISS Pre-Moistened Lens Cleaning Wipes, 600 Count\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Bla\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vicks Cool Mist Humidifier with UV light. Evaporative Humidifier auto-adjusts to room humidity without over humidification. F\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nikwax Down Wash.Direct\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"NOW Foods Sports Nutrition, Whey Protein Isolate, 25 g With BCAAs, Unflavored Powder, 10-Pound\", \"asin\": \"\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:11:11.786Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B09LNW3CY2\", \"price\": \"$287.67\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 12, 64GB, Black - Fully Unlocked (Renewed)\", \"asin\": \"B08PP5MSVB\", \"price\": \"$204.98\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 14, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B0BN72FYFG\", \"price\": \"$345.51\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad (10.2-Inch, Wi-Fi, 32GB) - Space Gray (Renewed)\", \"asin\": \"B08264XHCZ\", \"price\": \"$124.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 12 Mini, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B08PPDJWC8\", \"price\": \"$180.00\", \"quantity\": \"\"},\n {\"title\": \"PlayStation Sony DualSense Wireless Controller 5 - Starlight Blue (Renewed)\", \"asin\": \"B09S6TSCJ3\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Apple AirPods 2 with Charging Case - White (Renewed)\", \"asin\": \"B07SKLLYTW\", \"price\": \"$83.12\", \"quantity\": \"\"},\n {\"title\": \"Apple Watch Series 5 (GPS, 40MM) - Gold Aluminum Case with Pink Sand Sport Band (Renewed)\", \"asin\": \"B083M6YZKT\", \"price\": \"$116.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)\", \"asin\": \"B07D3DDJ4L\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13 Pro, 128GB, Graphite - Unlocked (Renewed)\", \"asin\": \"B09LP77GDL\", \"price\": \"$375.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 11, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B07ZPKN6YR\", \"price\": \"$179.00\", \"quantity\": \"\"},\n {\"title\": \"Apple AirPods Pro Wireless Earbuds with MagSafe Charging Case (Renewed)\", \"asin\": \"B0B844T634\", \"price\": \"$110.00\", \"quantity\": \"\"},\n {\"title\": \"Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Matte Black (Renewed)\", \"asin\": \"B0D3KKP8GL\", \"price\": \"$114.95\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone SE 2nd Generation, US Version, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B088NQXD8T\", \"price\": \"$102.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 14 Pro, 256GB, Space Black - Unlocked (Renewed)\", \"asin\": \"B0BN96CCM6\", \"price\": \"$528.35\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad 2020 (10.2-inch, Wi-Fi, 32GB) - Space Gray (Renewed)\", \"asin\": \"B08KWJW3DV\", \"price\": \"$147.81\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13 Pro Max, 128GB, Sierra Blue - Unlocked (Renewed)\", \"asin\": \"B09LPDM924\", \"price\": \"$460.00\", \"quantity\": \"\"},\n {\"title\": \"DualShock 4 Wireless Controller for PlayStation 4 - Jet Black (Renewed)\", \"asin\": \"B0125JFATY\", \"price\": \"$40.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed Premium)\", \"asin\": \"B0BGQKY8S9\", \"price\": \"$369.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13 Mini, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B09LKTXKXQ\", \"price\": \"$268.80\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad 2021 (10.2-inch, Wi-Fi, 64GB) - Space Gray (Renewed)\", \"asin\": \"B09HK12K5M\", \"price\": \"$214.60\", \"quantity\": \"\"},\n {\"title\": \"SAMSUNG Galaxy Watch 6 Classic 47mm Bluetooth Smartwatch, Rotating Bezel, Fitness Tracker, Personalized HR Zones, Advanced Sleep Coaching, US Version, Black (Renewed)\", \"asin\": \"B0CR7858WN\", \"price\": \"$124.97\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 15, 128GB, Black - Unlocked (Renewed)\", \"asin\": \"B0CMPMY9ZZ\", \"price\": \"$499.79\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 15 Pro Max, 256GB, Natural Titanium - Unlocked (Renewed)\", \"asin\": \"B0CMZD7VCV\", \"price\": \"$769.95\", \"quantity\": \"\"},\n {\"title\": \"Beats Studio Pro - Wireless Bluetooth Noise Cancelling Headphones - Black (Renewed Premium)\", \"asin\": \"B0CL3P2YHF\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 12 Pro, 128GB, Pacific Blue - Fully Unlocked (Renewed)\", \"asin\": \"B08PMYLKVF\", \"price\": \"$295.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone XR, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B07P6Y7954\", \"price\": \"$157.41\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad (10.2-inch, Wi-Fi, 128GB, 8th Generation)- Space Gray (Renewed)\", \"asin\": \"B08L1VD7K9\", \"price\": \"$195.00\", \"quantity\": \"\"},\n {\"title\": \"Beats Studio3 Wireless Headphones - Matte Black (Renewed)\", \"asin\": \"B079TLV1WW\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"Apple Watch Series 7 GPS + Cellular, 45mm Midnight Aluminum Case with Midnight Sport Band - Regular (Renewed)\", \"asin\": \"B09PQ7C8Z3\", \"price\": \"$154.00\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:11:22.473Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-20T21:11:22.473Z
|
input
|
t450
|
rule
|
2025-04-20T21:11:22.473Z
|
train
| 960 |
2025-04-20T21:11:22.473Z
|
input
|
t450
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed)", "asin": "B09LNW3CY2", "price": "$287.67", "quantity": ""},
{"title": "Apple iPhone 12, 64GB, Black - Fully Unlocked (Renewed)", "asin": "B08PP5MSVB", "price": "$204.98", "quantity": ""},
{"title": "Apple iPhone 14, 128GB, Midnight - Unlocked (Renewed)", "asin": "B0BN72FYFG", "price": "$345.51", "quantity": ""},
{"title": "Apple iPad (10.2-Inch, Wi-Fi, 32GB) - Space Gray (Renewed)", "asin": "B08264XHCZ", "price": "$124.99", "quantity": ""},
{"title": "Apple iPhone 12 Mini, 64GB, Black - Unlocked (Renewed)", "asin": "B08PPDJWC8", "price": "$180.00", "quantity": ""},
{"title": "PlayStation Sony DualSense Wireless Controller 5 - Starlight Blue (Renewed)", "asin": "B09S6TSCJ3", "price": "$69.98", "quantity": ""},
{"title": "Apple AirPods 2 with Charging Case - White (Renewed)", "asin": "B07SKLLYTW", "price": "$83.12", "quantity": ""},
{"title": "Apple Watch Series 5 (GPS, 40MM) - Gold Aluminum Case with Pink Sand Sport Band (Renewed)", "asin": "B083M6YZKT", "price": "$116.00", "quantity": ""},
{"title": "Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)", "asin": "B07D3DDJ4L", "price": "$99.99", "quantity": ""},
{"title": "Apple iPhone 13 Pro, 128GB, Graphite - Unlocked (Renewed)", "asin": "B09LP77GDL", "price": "$375.00", "quantity": ""},
{"title": "Apple iPhone 11, 64GB, Black - Unlocked (Renewed)", "asin": "B07ZPKN6YR", "price": "$179.00", "quantity": ""},
{"title": "Apple AirPods Pro Wireless Earbuds with MagSafe Charging Case (Renewed)", "asin": "B0B844T634", "price": "$110.00", "quantity": ""},
{"title": "Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Matte Black (Renewed)", "asin": "B0D3KKP8GL", "price": "$114.95", "quantity": ""},
{"title": "Apple iPhone SE 2nd Generation, US Version, 64GB, Black - Unlocked (Renewed)", "asin": "B088NQXD8T", "price": "$102.00", "quantity": ""},
{"title": "Apple iPhone 14 Pro, 256GB, Space Black - Unlocked (Renewed)", "asin": "B0BN96CCM6", "price": "$528.35", "quantity": ""},
{"title": "Apple iPad 2020 (10.2-inch, Wi-Fi, 32GB) - Space Gray (Renewed)", "asin": "B08KWJW3DV", "price": "$147.81", "quantity": ""},
{"title": "Apple iPhone 13 Pro Max, 128GB, Sierra Blue - Unlocked (Renewed)", "asin": "B09LPDM924", "price": "$460.00", "quantity": ""},
{"title": "DualShock 4 Wireless Controller for PlayStation 4 - Jet Black (Renewed)", "asin": "B0125JFATY", "price": "$40.00", "quantity": ""},
{"title": "Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed Premium)", "asin": "B0BGQKY8S9", "price": "$369.99", "quantity": ""},
{"title": "Apple iPhone 13 Mini, 128GB, Midnight - Unlocked (Renewed)", "asin": "B09LKTXKXQ", "price": "$268.80", "quantity": ""},
{"title": "Apple iPad 2021 (10.2-inch, Wi-Fi, 64GB) - Space Gray (Renewed)", "asin": "B09HK12K5M", "price": "$214.60", "quantity": ""},
{"title": "SAMSUNG Galaxy Watch 6 Classic 47mm Bluetooth Smartwatch, Rotating Bezel, Fitness Tracker, Personalized HR Zones, Advanced Sleep Coaching, US Version, Black (Renewed)", "asin": "B0CR7858WN", "price": "$124.97", "quantity": ""},
{"title": "Apple iPhone 15, 128GB, Black - Unlocked (Renewed)", "asin": "B0CMPMY9ZZ", "price": "$499.79", "quantity": ""},
{"title": "Apple iPhone 15 Pro Max, 256GB, Natural Titanium - Unlocked (Renewed)", "asin": "B0CMZD7VCV", "price": "$769.95", "quantity": ""},
{"title": "Beats Studio Pro - Wireless Bluetooth Noise Cancelling Headphones - Black (Renewed Premium)", "asin": "B0CL3P2YHF", "price": "$169.99", "quantity": ""},
{"title": "Apple iPhone 12 Pro, 128GB, Pacific Blue - Fully Unlocked (Renewed)", "asin": "B08PMYLKVF", "price": "$295.00", "quantity": ""},
{"title": "Apple iPhone XR, 64GB, Black - Unlocked (Renewed)", "asin": "B07P6Y7954", "price": "$157.41", "quantity": ""},
{"title": "Apple iPad (10.2-inch, Wi-Fi, 128GB, 8th Generation)- Space Gray (Renewed)", "asin": "B08L1VD7K9", "price": "$195.00", "quantity": ""},
{"title": "Beats Studio3 Wireless Headphones - Matte Black (Renewed)", "asin": "B079TLV1WW", "price": "$109.99", "quantity": ""},
{"title": "Apple Watch Series 7 GPS + Cellular, 45mm Midnight Aluminum Case with Midnight Sport Band - Regular (Renewed)", "asin": "B09PQ7C8Z3", "price": "$154.00", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-20T21:11:22.473Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>input</answer_action><answer_argument>t450</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>t450</answer_argument>",
"index": 960,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B09LNW3CY2\", \"price\": \"$287.67\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 12, 64GB, Black - Fully Unlocked (Renewed)\", \"asin\": \"B08PP5MSVB\", \"price\": \"$204.98\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 14, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B0BN72FYFG\", \"price\": \"$345.51\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad (10.2-Inch, Wi-Fi, 32GB) - Space Gray (Renewed)\", \"asin\": \"B08264XHCZ\", \"price\": \"$124.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 12 Mini, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B08PPDJWC8\", \"price\": \"$180.00\", \"quantity\": \"\"},\n {\"title\": \"PlayStation Sony DualSense Wireless Controller 5 - Starlight Blue (Renewed)\", \"asin\": \"B09S6TSCJ3\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Apple AirPods 2 with Charging Case - White (Renewed)\", \"asin\": \"B07SKLLYTW\", \"price\": \"$83.12\", \"quantity\": \"\"},\n {\"title\": \"Apple Watch Series 5 (GPS, 40MM) - Gold Aluminum Case with Pink Sand Sport Band (Renewed)\", \"asin\": \"B083M6YZKT\", \"price\": \"$116.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad (2018 Model) with Wi-Fi only 32GB Apple 9.7in iPad - Space Gray (Renewed)\", \"asin\": \"B07D3DDJ4L\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13 Pro, 128GB, Graphite - Unlocked (Renewed)\", \"asin\": \"B09LP77GDL\", \"price\": \"$375.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 11, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B07ZPKN6YR\", \"price\": \"$179.00\", \"quantity\": \"\"},\n {\"title\": \"Apple AirPods Pro Wireless Earbuds with MagSafe Charging Case (Renewed)\", \"asin\": \"B0B844T634\", \"price\": \"$110.00\", \"quantity\": \"\"},\n {\"title\": \"Beats Solo 4 - Wireless Bluetooth On-Ear Headphones, Apple & Android Compatible, Up to 50 Hours of Battery Life - Matte Black (Renewed)\", \"asin\": \"B0D3KKP8GL\", \"price\": \"$114.95\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone SE 2nd Generation, US Version, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B088NQXD8T\", \"price\": \"$102.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 14 Pro, 256GB, Space Black - Unlocked (Renewed)\", \"asin\": \"B0BN96CCM6\", \"price\": \"$528.35\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad 2020 (10.2-inch, Wi-Fi, 32GB) - Space Gray (Renewed)\", \"asin\": \"B08KWJW3DV\", \"price\": \"$147.81\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13 Pro Max, 128GB, Sierra Blue - Unlocked (Renewed)\", \"asin\": \"B09LPDM924\", \"price\": \"$460.00\", \"quantity\": \"\"},\n {\"title\": \"DualShock 4 Wireless Controller for PlayStation 4 - Jet Black (Renewed)\", \"asin\": \"B0125JFATY\", \"price\": \"$40.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13, 128GB, Midnight - Unlocked (Renewed Premium)\", \"asin\": \"B0BGQKY8S9\", \"price\": \"$369.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 13 Mini, 128GB, Midnight - Unlocked (Renewed)\", \"asin\": \"B09LKTXKXQ\", \"price\": \"$268.80\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad 2021 (10.2-inch, Wi-Fi, 64GB) - Space Gray (Renewed)\", \"asin\": \"B09HK12K5M\", \"price\": \"$214.60\", \"quantity\": \"\"},\n {\"title\": \"SAMSUNG Galaxy Watch 6 Classic 47mm Bluetooth Smartwatch, Rotating Bezel, Fitness Tracker, Personalized HR Zones, Advanced Sleep Coaching, US Version, Black (Renewed)\", \"asin\": \"B0CR7858WN\", \"price\": \"$124.97\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 15, 128GB, Black - Unlocked (Renewed)\", \"asin\": \"B0CMPMY9ZZ\", \"price\": \"$499.79\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 15 Pro Max, 256GB, Natural Titanium - Unlocked (Renewed)\", \"asin\": \"B0CMZD7VCV\", \"price\": \"$769.95\", \"quantity\": \"\"},\n {\"title\": \"Beats Studio Pro - Wireless Bluetooth Noise Cancelling Headphones - Black (Renewed Premium)\", \"asin\": \"B0CL3P2YHF\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone 12 Pro, 128GB, Pacific Blue - Fully Unlocked (Renewed)\", \"asin\": \"B08PMYLKVF\", \"price\": \"$295.00\", \"quantity\": \"\"},\n {\"title\": \"Apple iPhone XR, 64GB, Black - Unlocked (Renewed)\", \"asin\": \"B07P6Y7954\", \"price\": \"$157.41\", \"quantity\": \"\"},\n {\"title\": \"Apple iPad (10.2-inch, Wi-Fi, 128GB, 8th Generation)- Space Gray (Renewed)\", \"asin\": \"B08L1VD7K9\", \"price\": \"$195.00\", \"quantity\": \"\"},\n {\"title\": \"Beats Studio3 Wireless Headphones - Matte Black (Renewed)\", \"asin\": \"B079TLV1WW\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"Apple Watch Series 7 GPS + Cellular, 45mm Midnight Aluminum Case with Midnight Sport Band - Regular (Renewed)\", \"asin\": \"B09PQ7C8Z3\", \"price\": \"$154.00\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-20T21:11:22.473Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$28.70\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BSNMSBHQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BC264NNC\", \"price\": \"$49.95\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DPM2R3G7\", \"price\": \"$18.88\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F37V8TSR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T14:12:44.513Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T14:12:44.513Z
|
click
|
quantity
|
rule
|
2025-04-21T14:12:44.513Z
|
train
| 961 |
2025-04-21T14:12:44.513Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$48.59", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles", "asin": "B0DJHBQ3VT", "price": "$7.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "B0747HR4BT", "price": "$11.99", "quantity": ""},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90", "asin": "B0BZQTSBWZ", "price": "$37.96", "quantity": ""},
{"title": "3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades", "asin": "B0D4YYSD8V", "price": "$18.99", "quantity": ""},
{"title": "Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520", "asin": "B01FG2RLOE", "price": "$44.99", "quantity": ""},
{"title": "VIKICON\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him", "asin": "/promo/A377JZ59CWHAN2", "price": "$39.99", "quantity": ""},
{"title": "Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades", "asin": "B0CQYFF8DY", "price": "$18.59", "quantity": ""},
{"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$28.70", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
{"title": "", "asin": "B0BSNMSBHQ", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0BC264NNC", "price": "$49.95", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DPM2R3G7", "price": "$18.88", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "", "asin": "B0F37V8TSR", "price": "$29.99", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
{"title": "Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 ", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
{"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""}
],
"active_items": [
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Pack of 3 /Face Body Kit"}]}
],
"saved_items": [
{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T14:12:44.513Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"index": 961,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$28.70\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BSNMSBHQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BC264NNC\", \"price\": \"$49.95\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DPM2R3G7\", \"price\": \"$18.88\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F37V8TSR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T14:12:44.513Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$28.70\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BSNMSBHQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BC264NNC\", \"price\": \"$49.95\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DPM2R3G7\", \"price\": \"$18.88\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F37V8TSR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T14:12:51.758Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T14:12:51.758Z
|
click
|
quantity
|
rule
|
2025-04-21T14:12:51.758Z
|
train
| 962 |
2025-04-21T14:12:51.758Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$48.59", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles", "asin": "B0DJHBQ3VT", "price": "$7.99", "quantity": ""},
{"title": "ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black", "asin": "B0747HR4BT", "price": "$11.99", "quantity": ""},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90", "asin": "B0BZQTSBWZ", "price": "$37.96", "quantity": ""},
{"title": "3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades", "asin": "B0D4YYSD8V", "price": "$18.99", "quantity": ""},
{"title": "Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520", "asin": "B01FG2RLOE", "price": "$44.99", "quantity": ""},
{"title": "VIKICON\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him", "asin": "/promo/A377JZ59CWHAN2", "price": "$39.99", "quantity": ""},
{"title": "Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades", "asin": "B0CQYFF8DY", "price": "$18.59", "quantity": ""},
{"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$28.70", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B081ZLBN8R", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
{"title": "", "asin": "B0BSNMSBHQ", "price": "$44.99", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B0DJ3H4YTJ", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B0BC264NNC", "price": "$49.95", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DPM2R3G7", "price": "$18.88", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "", "asin": "B0F37V8TSR", "price": "$29.99", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
{"title": "Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 ", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
{"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""}
],
"active_items": [
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Pack of 3 /Face Body Kit"}]}
],
"saved_items": [
{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T14:12:51.758Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"index": 962,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$48.59\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"KIONCARE Guards Kit,1/3/5mm Guide Combs and Protective cap Fit for Philips Norelco OneBlade Handles\", \"asin\": \"B0DJHBQ3VT\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"ProCase Hard Case for Electric Trimmer and Shaver, Travel Organizer Carrying Bag for QP2520 QP2530 QP2620 QP2630 -Black\", \"asin\": \"B0747HR4BT\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"3 Pack For Manscaped Replacement Blades 2.0 3.0 4.0, Compatible with Manscaped Blade Replacement Lawnmower 3.0 Replacement Blades, For Manscape 4.0 Lawn Mower, Fit For Manscape Replacement Blades\", \"asin\": \"B0D4YYSD8V\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"B01FG2RLOE\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"VIKICON\\u00ae Electric Foil Shavers for Men, Compact Travel Face Shaver, Mini Razor for Shaving Face, Portable On-The-Go Shaver w/Dual Floating Blades, Close Shave Stubble Trimmer USB-C, Gifts for Dad Him\", \"asin\": \"/promo/A377JZ59CWHAN2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Trimmer Replacement Blades for Manscaped Trimmer Replacement Blades,Fit for Manscaped Lawn Mower Electric Groin Hair Trimmer 4.0 3.0 2.0 Replacement Blades\", \"asin\": \"B0CQYFF8DY\", \"price\": \"$18.59\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$28.70\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B081ZLBN8R\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BSNMSBHQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DJ3H4YTJ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BC264NNC\", \"price\": \"$49.95\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DPM2R3G7\", \"price\": \"$18.88\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F37V8TSR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Front Exterior Door Handle For Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement For FO1521133 \", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Pack of 3 /Face Body Kit\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T14:12:51.758Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Reuseable Wick Evaporative Humidifier for Bedroom Quiet Healthy Baby Humidifier, No White Dust, Evaporative Humidifier Large Room 800ml/h 3 Speeds, 2 Gal, Timing, Auto Shut off\", \"asin\": \"B0CMTVGRYN\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"SU-4023B: 1-Gallon Evaporative Humidifier\", \"asin\": \"B0CPQ6J2J1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"LEVOIT Humidifiers for Bedroom Baby, Sprout Evaporative with Dual Filters for Air & Water, Separate Sensor, Adjustable No Blue Nightlight, Auto Dry, Smart Control & Alexa, Auto Mode, 3.8L Tank for 36H\", \"asin\": \"B0DLGDRRXY\", \"price\": \"$189.99\", \"quantity\": \"\"},\n {\"title\": \"HHE150 Hunter Aspire 4.8L Evaporative Humidifier with PermaWick Filter (4.8L) - Remove Contaminants & White Dust for Clean Mist & Air \\u2013 Medium Humidifier for Home, Bedroom, or Dorm - White\", \"asin\": \"B0CPYM9TBT\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"MistFree Smart Humidifier for Bedroom, Evaporative Humidifier No White Dust, Auto Humidity & APP Control, 3L Water Tank Easy to Clean, Sleep Mode, Timing, Humidifiers for Nursery, Baby (White)\", \"asin\": \"/promo/A2HS95V5A4UIRZ\", \"price\": \"$72.99\", \"quantity\": \"\"},\n {\"title\": \"ANTOBLE 4 Pack MD1-0034 Humidifier Wick Replacement Filters Compatible with Vornado EVAP2, EVAP40, EV100, EV200, EVDC300, EVDC500, EVDC505 Evaporative Humidifiers\", \"asin\": \"B0BFQNSK7K\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"B0C2C9NHZW\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"KLARTA Humea Smart Evaporative Humidifier with WiFi (White) | 3L Tank, Mobile Control, Auto, Quiet, No White Dust, Nightlight | Relief for Allergy, Dry Skin, Dry Air, Sleep Issues\", \"asin\": \"B0DRVN2SXF\", \"price\": \"$87.00\", \"quantity\": \"\"},\n {\"title\": \"LEVOIT Superior 6000S Smart Evaporative Humidifiers for Home Whole House up to 3000ft\\u00b2, 6 Gal, Last 72-Hour, Premium Filter, Dry Mode, Wheels & Water Fill Hose & Foldable Storage - Quiet Sleep Mode\", \"asin\": \"B0CGR1N9T6\", \"price\": \"$249.99\", \"quantity\": \"\"},\n {\"title\": \"Stadler Form humidifier Oskar, energy-saving humidifier for rooms up to 540 square feet, evaporator with automatic switch-off, dimmable LEDs, very quiet, black\", \"asin\": \"B00375C918\", \"price\": \"$158.45\", \"quantity\": \"\"},\n {\"title\": \"VEVOR Evaporative Humidifier for Whole House up to 1076.4 sqft, 10L(2.64G) Large Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-14h Timer,Premium Filter Quiet Sleep Mode for Bedroom\", \"asin\": \"B0DMNJRKX7\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"Wooohoo Evaporative Humidifier for Bedroom, 2.11Gal/8L Quiet Humidifiers Large Room with SleepyTime, Aroma Diffuser, 6 Speeds, Top Fill, No White Dust, Auto Off Humidifier for Baby Nursery Home Office\", \"asin\": \"B0DHCYMF6Y\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"AIRCARE Space Saver Large Evaporative Whole House Commercial 6 Gallon Humidifier for Large Rooms 2,700 sq ft. With Digital Controls, Auto Humidistat and Automatic Shut Off\", \"asin\": \"B00WAC9VKQ\", \"price\": \"$124.99\", \"quantity\": \"\"},\n {\"title\": \"VEVOR Evaporative Humidifier for Whole House up to 538.2 sqft, 480 ml/h Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-12h Timer,Premium Filter Quiet Sleep Mode for Bedroom,5L(1.32G)\", \"asin\": \"/promo/A2Z2DV7Q3Y0UTW\", \"price\": \"$54.39\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F2DFCDR7\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B06XYQ8J4W\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B09K25DC2Q\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07CTMBTFN\", \"price\": \"$21.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B00DP1AZLU\", \"price\": \"$51.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"KarParts360 Front Exterior Door Handle for Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement fo\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:15.923Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:14:15.923Z
|
click
|
suggested_term
|
rule
|
2025-04-21T19:14:15.923Z
|
train
| 963 |
2025-04-21T19:14:15.923Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "Reuseable Wick Evaporative Humidifier for Bedroom Quiet Healthy Baby Humidifier, No White Dust, Evaporative Humidifier Large Room 800ml/h 3 Speeds, 2 Gal, Timing, Auto Shut off", "asin": "B0CMTVGRYN", "price": "$139.99", "quantity": ""},
{"title": "SU-4023B: 1-Gallon Evaporative Humidifier", "asin": "B0CPQ6J2J1", "price": "$39.99", "quantity": ""},
{"title": "LEVOIT Humidifiers for Bedroom Baby, Sprout Evaporative with Dual Filters for Air & Water, Separate Sensor, Adjustable No Blue Nightlight, Auto Dry, Smart Control & Alexa, Auto Mode, 3.8L Tank for 36H", "asin": "B0DLGDRRXY", "price": "$189.99", "quantity": ""},
{"title": "HHE150 Hunter Aspire 4.8L Evaporative Humidifier with PermaWick Filter (4.8L) - Remove Contaminants & White Dust for Clean Mist & Air \u2013 Medium Humidifier for Home, Bedroom, or Dorm - White", "asin": "B0CPYM9TBT", "price": "$79.99", "quantity": ""},
{"title": "MistFree Smart Humidifier for Bedroom, Evaporative Humidifier No White Dust, Auto Humidity & APP Control, 3L Water Tank Easy to Clean, Sleep Mode, Timing, Humidifiers for Nursery, Baby (White)", "asin": "/promo/A2HS95V5A4UIRZ", "price": "$72.99", "quantity": ""},
{"title": "ANTOBLE 4 Pack MD1-0034 Humidifier Wick Replacement Filters Compatible with Vornado EVAP2, EVAP40, EV100, EV200, EVDC300, EVDC500, EVDC505 Evaporative Humidifiers", "asin": "B0BFQNSK7K", "price": "$22.99", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "B0C2C9NHZW", "price": "$39.99", "quantity": ""},
{"title": "KLARTA Humea Smart Evaporative Humidifier with WiFi (White) | 3L Tank, Mobile Control, Auto, Quiet, No White Dust, Nightlight | Relief for Allergy, Dry Skin, Dry Air, Sleep Issues", "asin": "B0DRVN2SXF", "price": "$87.00", "quantity": ""},
{"title": "LEVOIT Superior 6000S Smart Evaporative Humidifiers for Home Whole House up to 3000ft\u00b2, 6 Gal, Last 72-Hour, Premium Filter, Dry Mode, Wheels & Water Fill Hose & Foldable Storage - Quiet Sleep Mode", "asin": "B0CGR1N9T6", "price": "$249.99", "quantity": ""},
{"title": "Stadler Form humidifier Oskar, energy-saving humidifier for rooms up to 540 square feet, evaporator with automatic switch-off, dimmable LEDs, very quiet, black", "asin": "B00375C918", "price": "$158.45", "quantity": ""},
{"title": "VEVOR Evaporative Humidifier for Whole House up to 1076.4 sqft, 10L(2.64G) Large Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-14h Timer,Premium Filter Quiet Sleep Mode for Bedroom", "asin": "B0DMNJRKX7", "price": "$89.99", "quantity": ""},
{"title": "Wooohoo Evaporative Humidifier for Bedroom, 2.11Gal/8L Quiet Humidifiers Large Room with SleepyTime, Aroma Diffuser, 6 Speeds, Top Fill, No White Dust, Auto Off Humidifier for Baby Nursery Home Office", "asin": "B0DHCYMF6Y", "price": "$89.99", "quantity": ""},
{"title": "AIRCARE Space Saver Large Evaporative Whole House Commercial 6 Gallon Humidifier for Large Rooms 2,700 sq ft. With Digital Controls, Auto Humidistat and Automatic Shut Off", "asin": "B00WAC9VKQ", "price": "$124.99", "quantity": ""},
{"title": "VEVOR Evaporative Humidifier for Whole House up to 538.2 sqft, 480 ml/h Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-12h Timer,Premium Filter Quiet Sleep Mode for Bedroom,5L(1.32G)", "asin": "/promo/A2Z2DV7Q3Y0UTW", "price": "$54.39", "quantity": ""},
{"title": "", "asin": "B07R3D4N4Q", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0F2DFCDR7", "price": "$34.99", "quantity": ""},
{"title": "", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "", "asin": "B0DSKFSTMY", "price": "$32.99", "quantity": ""},
{"title": "", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "", "asin": "B0D9BKHMZZ", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0DH8RS2YY", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B08ZNWFLTV", "price": "$57.96", "quantity": ""},
{"title": "", "asin": "B06XYQ8J4W", "price": "$48.99", "quantity": ""},
{"title": "", "asin": "B01DMU8YDY", "price": "$94.99", "quantity": ""},
{"title": "", "asin": "B09K25DC2Q", "price": "$50.99", "quantity": ""},
{"title": "", "asin": "B07CTMBTFN", "price": "$21.97", "quantity": ""},
{"title": "", "asin": "B0CZB5PWMQ", "price": "$63.00", "quantity": ""},
{"title": "", "asin": "B00DP1AZLU", "price": "$51.99", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor", "asin": "", "quantity": ""},
{"title": "Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)", "asin": "", "quantity": ""},
{"title": "KarParts360 Front Exterior Door Handle for Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement fo", "asin": "", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "", "quantity": ""},
{"title": "Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima", "asin": "", "quantity": ""},
{"title": "Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite", "asin": "", "quantity": ""}
],
"saved_items": [
{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:14:15.923Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 963,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Reuseable Wick Evaporative Humidifier for Bedroom Quiet Healthy Baby Humidifier, No White Dust, Evaporative Humidifier Large Room 800ml/h 3 Speeds, 2 Gal, Timing, Auto Shut off\", \"asin\": \"B0CMTVGRYN\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"SU-4023B: 1-Gallon Evaporative Humidifier\", \"asin\": \"B0CPQ6J2J1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"LEVOIT Humidifiers for Bedroom Baby, Sprout Evaporative with Dual Filters for Air & Water, Separate Sensor, Adjustable No Blue Nightlight, Auto Dry, Smart Control & Alexa, Auto Mode, 3.8L Tank for 36H\", \"asin\": \"B0DLGDRRXY\", \"price\": \"$189.99\", \"quantity\": \"\"},\n {\"title\": \"HHE150 Hunter Aspire 4.8L Evaporative Humidifier with PermaWick Filter (4.8L) - Remove Contaminants & White Dust for Clean Mist & Air \\u2013 Medium Humidifier for Home, Bedroom, or Dorm - White\", \"asin\": \"B0CPYM9TBT\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"MistFree Smart Humidifier for Bedroom, Evaporative Humidifier No White Dust, Auto Humidity & APP Control, 3L Water Tank Easy to Clean, Sleep Mode, Timing, Humidifiers for Nursery, Baby (White)\", \"asin\": \"/promo/A2HS95V5A4UIRZ\", \"price\": \"$72.99\", \"quantity\": \"\"},\n {\"title\": \"ANTOBLE 4 Pack MD1-0034 Humidifier Wick Replacement Filters Compatible with Vornado EVAP2, EVAP40, EV100, EV200, EVDC300, EVDC500, EVDC505 Evaporative Humidifiers\", \"asin\": \"B0BFQNSK7K\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"B0C2C9NHZW\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"KLARTA Humea Smart Evaporative Humidifier with WiFi (White) | 3L Tank, Mobile Control, Auto, Quiet, No White Dust, Nightlight | Relief for Allergy, Dry Skin, Dry Air, Sleep Issues\", \"asin\": \"B0DRVN2SXF\", \"price\": \"$87.00\", \"quantity\": \"\"},\n {\"title\": \"LEVOIT Superior 6000S Smart Evaporative Humidifiers for Home Whole House up to 3000ft\\u00b2, 6 Gal, Last 72-Hour, Premium Filter, Dry Mode, Wheels & Water Fill Hose & Foldable Storage - Quiet Sleep Mode\", \"asin\": \"B0CGR1N9T6\", \"price\": \"$249.99\", \"quantity\": \"\"},\n {\"title\": \"Stadler Form humidifier Oskar, energy-saving humidifier for rooms up to 540 square feet, evaporator with automatic switch-off, dimmable LEDs, very quiet, black\", \"asin\": \"B00375C918\", \"price\": \"$158.45\", \"quantity\": \"\"},\n {\"title\": \"VEVOR Evaporative Humidifier for Whole House up to 1076.4 sqft, 10L(2.64G) Large Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-14h Timer,Premium Filter Quiet Sleep Mode for Bedroom\", \"asin\": \"B0DMNJRKX7\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"Wooohoo Evaporative Humidifier for Bedroom, 2.11Gal/8L Quiet Humidifiers Large Room with SleepyTime, Aroma Diffuser, 6 Speeds, Top Fill, No White Dust, Auto Off Humidifier for Baby Nursery Home Office\", \"asin\": \"B0DHCYMF6Y\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"AIRCARE Space Saver Large Evaporative Whole House Commercial 6 Gallon Humidifier for Large Rooms 2,700 sq ft. With Digital Controls, Auto Humidistat and Automatic Shut Off\", \"asin\": \"B00WAC9VKQ\", \"price\": \"$124.99\", \"quantity\": \"\"},\n {\"title\": \"VEVOR Evaporative Humidifier for Whole House up to 538.2 sqft, 480 ml/h Smart Cool Moisture Humidifier and Air Purifier,3-Speeds & 1-12h Timer,Premium Filter Quiet Sleep Mode for Bedroom,5L(1.32G)\", \"asin\": \"/promo/A2Z2DV7Q3Y0UTW\", \"price\": \"$54.39\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07R3D4N4Q\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0F2DFCDR7\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D9BKHMZZ\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0DH8RS2YY\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B08ZNWFLTV\", \"price\": \"$57.96\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B06XYQ8J4W\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B01DMU8YDY\", \"price\": \"$94.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B09K25DC2Q\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B07CTMBTFN\", \"price\": \"$21.97\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CZB5PWMQ\", \"price\": \"$63.00\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B00DP1AZLU\", \"price\": \"$51.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razor\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Optimum Nutrition Micronized Creatine Monohydrate Powder, Unflavored, 60 Servings, 300 Grams (Packaging May Vary)\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"KarParts360 Front Exterior Door Handle for Ford F-150 2015-2020 Passenger Side | Textured Black | Power Lock | Replacement fo\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Dymatize Elite 100% Whey Protein Powder, 25g Protein, 5.5g BCAAs & 2.7 L-Leucine, Quick Absorbing & Fast Digesting for Optima\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"Amazon Fire TV Stick 4K Max streaming device (newest model) supports Wi-Fi 6E, free & live TV without cable or satellite\", \"asin\": \"\", \"quantity\": \"\"}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:15.923Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads qp2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0CDQFVY1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0D1LGTTS6\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4568 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNP56GKH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 6 left in stock - order soon.\"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1\"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 28 - 29\"},\n {\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 7 left in stock - order soon.\"},\n {\"title\": \"3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861\", \"asin\": \"B0D7C3FSMK\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 30 - May 1Only 5 left in stock - order soon.\"},\n {\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23 Only 11 left in stock - order soon.\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Blade Adjustable Guards for Blade of Qp2520 Qp2530 Qp2620 Qp2630 Shaver, 14 Length Settings Optional from 0.4-10mm with 1 Skin Guard and 1 Body Comb\\uff0cCompatible for Philips Guards and Combs Set\", \"asin\": \"B0DR35NP62\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\"},\n {\"title\": \"4Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F1F5YV5M\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon.\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads, for Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\", \"asin\": \"B0DY75NNXT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n {\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads - Compatible with Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\", \"asin\": \"B0CYBR1TDN\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Thu, May 1 Only 12 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 7 left in stock - order soon.\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM Only 18 left in stock - order soon.\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.49\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n {\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Upgrade Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DYNQNXGL\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery May 1 - 2\"},\n {\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.27\", \"delivery\": \"FREE delivery Wed, May 7 Or fastest delivery Mon, Apr 28\"},\n {\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 11 left in stock - order soon.\"},\n {\"title\": \"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DY76GVP5\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n {\"title\": \"14 Lengths Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630, Beard Trimmer Attachment\", \"asin\": \"B0DPHR4PLP\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MEROM One Blade QP2630 Charger Compatible with Philips HQ850 Power Cord, Replacement for Norelco Oneblade Trimmer Charging Cord QP2530 QP2630, 8V\", \"asin\": \"B087FW62SM\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Hard Travel Case for One Blade Hybrid Electric Trimmer and Shaver 360 QP2520 QP2530 QP2620 QP2630 Can Extra Storage Replacement Heads Charging Cables Accessories Ideal for Business Travel\", \"asin\": \"B0D22RF1ZC\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:25.158Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:14:25.158Z
|
click_product
|
B0C2J8XTYY
|
rule
|
2025-04-21T19:14:25.158Z
|
train
| 964 |
2025-04-21T19:14:25.158Z
|
click_product
|
B0C2J8XTYY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "one blade replacement heads qp2630"
}
],
"cart_items": [
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"ads": [
{
"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.",
"asin": "B0CDQFVY1J"
},
{
"title": "Go to detail page for \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.",
"asin": "B0D1LGTTS6"
},
{
"title": "Go to detail page for \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\" Rated 4.7 out of 5 stars by 4568 reviews. Eligible for Prime.",
"asin": "B0BNP56GKH"
}
],
"search_results": [
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$31.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs", "asin": "B0F29LJLZV", "price": "$16.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 6 left in stock - order soon."},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Replacement Blade, for Philips Norelco One Blade QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)", "asin": "B0DT1JW691", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).", "asin": "B0F1CTYS34", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834", "asin": "B0DYZRJRWT", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "B0DSKFSTMY", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black", "asin": "B0F284X8G4", "price": "$9.98", "delivery": "FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1"},
{"title": "4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0DMVTPKDT", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)", "asin": "B0C9WQHLFG", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Models.", "asin": "B0F1XWV5CP", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)", "asin": "B0DSKF4Y7K", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0F1JRSDX5", "price": "$17.77", "delivery": "FREE delivery Apr 28 - 29"},
{"title": "Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm", "asin": "B0DZ11BC84", "price": "$17.77", "delivery": "FREE delivery Apr 25 - 29 Only 7 left in stock - order soon."},
{"title": "3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861", "asin": "B0D7C3FSMK", "price": "$18.00", "delivery": "FREE delivery Apr 30 - May 1Only 5 left in stock - order soon."},
{"title": "Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm", "asin": "B0CNSP7NQM", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F31VYW2W", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0D3HPSLY6", "price": "$12.59", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23 Only 11 left in stock - order soon."},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx", "asin": "B0DNW8363Z", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply", "asin": "B08TVL7B8D", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade", "asin": "B0DPHJJ89C", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834", "asin": "B0F142YSM8", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510", "asin": "B0F43B4GGY", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Blade Adjustable Guards for Blade of Qp2520 Qp2530 Qp2620 Qp2630 Shaver, 14 Length Settings Optional from 0.4-10mm with 1 Skin Guard and 1 Body Comb\uff0cCompatible for Philips Guards and Combs Set", "asin": "B0DR35NP62", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon."},
{"title": "4Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads", "asin": "B0F1F5YV5M", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green", "asin": "B0DPCXX7PG", "price": "$28.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon."},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads, for Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer", "asin": "B0DY75NNXT", "price": "$16.99", "delivery": "FREE delivery Apr 29 - 30"},
{"title": "3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DXF6SYVQ", "price": "$23.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)", "asin": "B0DZSSYP85", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads - Compatible with Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer", "asin": "B0CYBR1TDN", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DB5QC41H", "price": "$16.99", "delivery": "FREE delivery Thu, May 1 Only 12 left in stock - order soon."},
{"title": "Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray", "asin": "B0DPCZ396S", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 7 left in stock - order soon."},
{"title": "4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers", "asin": "B0DY7GC9WT", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM Only 18 left in stock - order soon."},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "B09FNW8TVT", "price": "$36.49", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DY76TP1M", "price": "$16.99", "delivery": "FREE delivery Apr 29 - 30"},
{"title": "DavMaRa OneBlade Replacement Razor Blade", "asin": "B0DTXZZPFX", "price": "$13.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Upgrade Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade", "asin": "B0DYNQNXGL", "price": "$16.99", "delivery": "FREE delivery May 1 - 2"},
{"title": "Philips OneBlade 360 flex blade, 3 pack", "asin": "B0C9RVYMPK", "price": "$34.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50", "asin": "B0CVXSK4D3", "price": "$34.27", "delivery": "FREE delivery Wed, May 7 Or fastest delivery Mon, Apr 28"},
{"title": "Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72", "asin": "B07C336J4Q", "price": "$64.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack", "asin": "B0DB5FWSD9", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 11 left in stock - order soon."},
{"title": "2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)", "asin": "B0DY76GVP5", "price": "$16.99", "delivery": "FREE delivery Apr 29 - 30"},
{"title": "14 Lengths Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630, Beard Trimmer Attachment", "asin": "B0DPHR4PLP", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "MEROM One Blade QP2630 Charger Compatible with Philips HQ850 Power Cord, Replacement for Norelco Oneblade Trimmer Charging Cord QP2530 QP2630, 8V", "asin": "B087FW62SM", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Hard Travel Case for One Blade Hybrid Electric Trimmer and Shaver 360 QP2520 QP2530 QP2620 QP2630 Can Extra Storage Replacement Heads Charging Cables Accessories Ideal for Business Travel", "asin": "B0D22RF1ZC", "price": "$8.49", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600", "asin": "B0DC3YHRYJ", "price": "$6.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:14:25.158Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0C2J8XTYY</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0C2J8XTYY</answer_argument>",
"index": 964,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads qp2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80.\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0CDQFVY1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, 4 Pack, QP440/80.\\\" Rated 4.6 out of 5 stars by 4393 reviews. Eligible for Prime. Best seller.\",\n \"asin\": \"B0D1LGTTS6\"\n},\n {\n \"title\": \"Go to detail page for \\\"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80.\\\" Rated 4.7 out of 5 stars by 4568 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNP56GKH\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6520 QP6510 Razor Jasbello Blades,2 Packs\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 6 left in stock - order soon.\"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Replacement Blade, for Philips Norelco One Blade QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\\u3001QP65xx Men Electric Shavers and Beard Trimmers (1Pack)\", \"asin\": \"B0DT1JW691\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Upgraded Stainless Steel Replacement Blades with Trimmer Guards Compatible with One Blades P2515QP2520 QP2530 QP2630 QP6510 QP6520 QP6530; QP2834(3+3set).\", \"asin\": \"B0F1CTYS34\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"8-ni-1 Kit, 4 Replacement Heads and 3 Guide Combs Guards Kit Compatible with One Blade QP2520 QP2630 QP2724 QP2734 QP2834\", \"asin\": \"B0DYZRJRWT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"B0DSKFSTMY\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Holder Caddy Compatible With Philips Norelco OneBlade 360, 3-Compartment Organizer Stand for QP2520, QP2530, QP2620, QP2630, QP2724, and QP2834 Shaver Models, Made in USA, Black\", \"asin\": \"B0F284X8G4\", \"price\": \"$9.98\", \"delivery\": \"FREE delivery May 1 - 5 on $35 of items shipped by AmazonOr fastest delivery Apr 28 - May 1\"},\n {\"title\": \"4 Pack One Shaver Replacement Blade Accessories Compatible with Philip Norelcos OneBlades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0DMVTPKDT\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Adjustable Replacement Trimmer one Blade guards,Adjustable Guide Comb Guard For Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 QP2520 - Includes 2 Nose Trimmers - Guide Comb 1/2/3/5 mm(8 Pcs)\", \"asin\": \"B0C9WQHLFG\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"3 Pack Shaver Replacement Blades with Comb Set (1mm/3mm/5mm), Replacement Heads Kit for One 1 Blades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Models.\", \"asin\": \"B0F1XWV5CP\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (3Pack)\", \"asin\": \"B0DSKF4Y7K\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Adjustable replacement trimmer compatible with one blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0F1JRSDX5\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 28 - 29\"},\n {\"title\": \"Adjustable Replacement Trimmer Compatible with one Blade- Compatible with Philips Norelco one Blade Shaver QP2834 QP2724 QP2630 - Includes 2 Nose Trimmers - Shift Sizes 0.4 to 10mm\", \"asin\": \"B0DZ11BC84\", \"price\": \"$17.77\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 7 left in stock - order soon.\"},\n {\"title\": \"3 Pack Upgraded Shaver Blades for Philips Norelco HQ4885 HQ4890HQ5426HQ5430HQ5812HQ5813HQ5817HQ5820 HQ5601/HQ5465/HQ5461 HQ5861\", \"asin\": \"B0D7C3FSMK\", \"price\": \"$18.00\", \"delivery\": \"FREE delivery Apr 30 - May 1Only 5 left in stock - order soon.\"},\n {\"title\": \"Oneblade replacement blade Professional Blade Trimmer with Adjustable Hair Guards Combs-Compatible with Philips Shaver Norelco OneBlade QP2520 QP2530 QP2630 QP6510 Shift Sizes from 0.4 to 10 mm\", \"asin\": \"B0CNSP7NQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"3Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F31VYW2W\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0D3HPSLY6\", \"price\": \"$12.59\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23 Only 11 left in stock - order soon.\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatible with Oneblade Replacement Blades Suitable spare Norelco One Blade QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2W Philips Shaver One Blade QP2630 Charger Power Cord Replacement for Philips HQ850, Compatible for Philips Norelco Oneblade QP2530, QP2630 Electric Razor Trimmer Charging Cable Supply\", \"asin\": \"B08TVL7B8D\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630 & Nose Trimmer Replacement Head Blade for One Blade, Accessories for One Blade\", \"asin\": \"B0DPHJJ89C\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"4pcs Men's Shaver Replacement Heads compatlble with One BladeQP2520/QP2530/QP2620/QP2630QP2724/QP2834\", \"asin\": \"B0F142YSM8\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Guide Comb 1/2/3/5 MM Beard Trimmer Guards Replacement, Guards for Norelco QP2520 QP2530 QP2630 QP2620 QP2510 QP2521 QP2522 QP2531 QP6510\", \"asin\": \"B0F43B4GGY\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Blade Adjustable Guards for Blade of Qp2520 Qp2530 Qp2620 Qp2630 Shaver, 14 Length Settings Optional from 0.4-10mm with 1 Skin Guard and 1 Body Comb\\uff0cCompatible for Philips Guards and Combs Set\", \"asin\": \"B0DR35NP62\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\"},\n {\"title\": \"4Pack Replacement Blade Compatible with Philips Norelco One 1 Blade QP6510 QP6530QP210/80 QP220 QP2515 QP2520 Replacement Heads\", \"asin\": \"B0F1F5YV5M\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,4 Pack,Green\", \"asin\": \"B0DPCXX7PG\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 6 left in stock - order soon.\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads, for Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\", \"asin\": \"B0DY75NNXT\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n {\"title\": \"3Pcs Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DXF6SYVQ\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Replacement Blades Compatible with Norelco One Suitable for blades QP2520, QP2530, QP6510, QP6520, QP6530, QP2515, QP2734, QP2834 Shavers (4 PCS+Brush)\", \"asin\": \"B0DZSSYP85\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 Nose Trimmer Replacement Blades Heads - Compatible with Philips Norelco One Blade Attachments Includes Guide Comb and Nose Trimmer\", \"asin\": \"B0CYBR1TDN\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"New Adjustable Guide Comb Guard Replacement for One Blade QP6520 QP6530 QP2620 QP2630, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DB5QC41H\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Thu, May 1 Only 12 left in stock - order soon.\"},\n {\"title\": \"Replacement Blades Compatible With Norelco OneBlade QP2520/QP2530/QP2620/QP2630QP2724/QP2834,3 Pack,Gray\", \"asin\": \"B0DPCZ396S\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 7 left in stock - order soon.\"},\n {\"title\": \"4P-Compatible Replacement Blades for Norelco OneBlade - 4-Pack High-Precision Shaving Blades, Fits Norelco OneBlade Series Shavers\", \"asin\": \"B0DY7GC9WT\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM Only 18 left in stock - order soon.\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"B09FNW8TVT\", \"price\": \"$36.49\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Upgraded Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DY76TP1M\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n {\"title\": \"DavMaRa OneBlade Replacement Razor Blade\", \"asin\": \"B0DTXZZPFX\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Upgrade Electric Beard Trimmer Accessory,14-Length Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620 QP2630,Nose Hair Trimmer Replacement Blades Heads for One Blade\", \"asin\": \"B0DYNQNXGL\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery May 1 - 2\"},\n {\"title\": \"Philips OneBlade 360 flex blade, 3 pack\", \"asin\": \"B0C9RVYMPK\", \"price\": \"$34.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Philips OneBlade 360 Replacement Blades, for OneBlade Electric Shaver and Trimmer, 4 Pack, Model QP440/50\", \"asin\": \"B0CVXSK4D3\", \"price\": \"$34.27\", \"delivery\": \"FREE delivery Wed, May 7 Or fastest delivery Mon, Apr 28\"},\n {\"title\": \"Philips Norelco OneBlade Face + Body Bonus Pack with FREE Blade, QP2630/72\", \"asin\": \"B07C336J4Q\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"PT Complete Head Fits for Philips One Blade Replacement,HQ8 Norelco Replacement heads,for Philips Norelco PT720 PT721 PT722 PT723 PT724 PT725 PT726 PT728 PT730 PT860 PT920etc,1 Full head in pack\", \"asin\": \"B0DB5FWSD9\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 11 left in stock - order soon.\"},\n {\"title\": \"2025 Upgraded Adjustable Guide Comb Guard for One Blade QP2520 QP2530 QP2620, Nose Trimmer Replacement Blades Heads for One Blade (Guards&Nose Trimmer)\", \"asin\": \"B0DY76GVP5\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Apr 29 - 30\"},\n {\"title\": \"14 Lengths Adjustable Guide Comb for One Blade QP2520 QP2530 QP2620 QP2630, Beard Trimmer Attachment\", \"asin\": \"B0DPHR4PLP\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MEROM One Blade QP2630 Charger Compatible with Philips HQ850 Power Cord, Replacement for Norelco Oneblade Trimmer Charging Cord QP2530 QP2630, 8V\", \"asin\": \"B087FW62SM\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Hard Travel Case for One Blade Hybrid Electric Trimmer and Shaver 360 QP2520 QP2530 QP2620 QP2630 Can Extra Storage Replacement Heads Charging Cables Accessories Ideal for Business Travel\", \"asin\": \"B0D22RF1ZC\", \"price\": \"$8.49\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"5V USB Charger Cord Compatible with Philips Norelco OneBlade QP2724/90 QP2834 QP1324 MG5910 QP6531 MG7910 PQ888 PQ889 MG9510 MG9520 Trimmer, Charging Cable for One Blade Shaver Series 2400, 2600, 3600\", \"asin\": \"B0DC3YHRYJ\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:25.158Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads qp2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C2J8XTYY\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"\n},\n {\n \"price\": \"$31.99\"\n},\n {\n \"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of 3 /Face Body Kit\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$31.99\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:40.358Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:14:40.358Z
|
click
|
other
|
rule
|
2025-04-21T19:14:40.358Z
|
train
| 965 |
2025-04-21T19:14:40.358Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "one blade replacement heads qp2630"
}
],
"cart_items": [
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0C2J8XTYY"
},
{
"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630"
},
{
"price": "$31.99"
},
{
"bullet_list": "Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Style": "Pack of 3 /Face Body Kit"
}
],
"promotion_items": [
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...", "asin": "B0DPKXK5P5", "price": "$16.99", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""},
{"title": "4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510", "asin": "B0DYZX33W5", "price": "$29.99", "quantity": ""},
{"title": "Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...", "asin": "B0DPKXK5P5", "price": "$16.99", "quantity": ""},
{"title": "5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530", "asin": "B0DSJ23RQ9", "price": "$35.99", "quantity": ""},
{"title": "Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...", "asin": "B0F29LJLZV", "price": "$16.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...", "asin": "B0DNW8363Z", "price": "$29.99", "quantity": ""}
],
"comparison_items": [
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "B0C2J8XTYY", "price": "$31.99"},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95"},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99"},
{"title": "One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\u2026Wet and Dry Shave", "asin": "B0DYVCP9VV", "price": "$26.99"},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "B01C0EF2OC", "price": "$23.35"},
{"title": "Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60", "asin": "B0CVXRFT15", "price": "$32.35"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:14:40.358Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"index": 965,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"one blade replacement heads qp2630\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C2J8XTYY\"\n},\n {\n \"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\"\n},\n {\n \"price\": \"$31.99\"\n},\n {\n \"bullet_list\": \"Snap-on protection system for safe: for shaving sensitive areas of the body Sabot body clip (3 mm): to trim easily in any direction Long-lasting blade oneblade: Life Of 4 months Double protection system (smooth and rounded) for a secure and comfortable shave Making rapid movements (200 per second) technology: for a clean and comfortable shave\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"Pack of 3 /Face Body Kit\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Replacement Head Compatible with one blade QP2510/QP2520/QP2620/QP2630/QP6510\", \"asin\": \"B0DYZX33W5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Blades Fits One Blade Razors, Replacement Heads for One - Blade Trimmer...\", \"asin\": \"B0DPKXK5P5\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"5 Pack Replacement Blades Compatible with Norelco One 1 Blade, Durable Stainless Steel, Trim, Edge and Shave,Suitable spare blades QP210/80 QP2515 QP2520 QP6510 QP6530\", \"asin\": \"B0DSJ23RQ9\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Heads for One 1 Blades, Replacement Blades for QP2630 QP2834 QP6531 QP6...\", \"asin\": \"B0F29LJLZV\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Compatible with One Blade Replacement Heads & 3 Guide Combs,Blades Compatibl...\", \"asin\": \"B0DNW8363Z\", \"price\": \"$29.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"B0C2J8XTYY\", \"price\": \"$31.99\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\"},\n {\"title\": \"One Shaver Replacement Blades Compatible with Oneblades QP2515 QP2520, QP2530, QP6510, QP6520, QP6530\\u2026Wet and Dry Shave\", \"asin\": \"B0DYVCP9VV\", \"price\": \"$26.99\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"B01C0EF2OC\", \"price\": \"$23.35\"},\n {\"title\": \"Genuine Philips OneBlade 360 Replacement Blades, For OneBlade Electric Shaver and Trimmer, 3 Pack, Model QP430/60\", \"asin\": \"B0CVXRFT15\", \"price\": \"$32.35\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:14:40.358Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"a\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\", \"asin\": \"B011SDXGYE\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\", \"asin\": \"B09B18SW3Y\", \"price\": \"$7.96\", \"quantity\": \"\"},\n {\"title\": \"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\", \"asin\": \"B09VB9CWN9\", \"price\": \"$16.12\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:16:49.069Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:16:49.069Z
|
input
|
auto card
|
rule
|
2025-04-21T19:16:49.069Z
|
train
| 966 |
2025-04-21T19:16:49.069Z
|
input
|
auto card
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "a"
}
],
"promotion_items": [
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
{"title": "Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.", "asin": "B011SDXGYE", "price": "$15.99", "quantity": ""},
{"title": "Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.", "asin": "B074K5BDJL", "price": "$19.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06", "asin": "B09B18SW3Y", "price": "$7.96", "quantity": ""},
{"title": "Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave", "asin": "B09VB9CWN9", "price": "$16.12", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90", "asin": "B0BZQTSBWZ", "price": "$37.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$49.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$26.95", "quantity": ""},
{"title": "Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology", "asin": "B0C4ZXFSR8", "price": "$39.99", "quantity": ""},
{"title": "***New*** PHILIPS PQ206 Pocket Portable Battery Shaver", "asin": "B00UCTC6H4", "price": "$23.00", "quantity": ""}
],
"active_items": [
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}
],
"saved_items": [
{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:16:49.069Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>input</answer_action><answer_argument>auto card </answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>auto card </answer_argument>",
"index": 966,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"a\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\", \"asin\": \"B011SDXGYE\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\", \"asin\": \"B09B18SW3Y\", \"price\": \"$7.96\", \"quantity\": \"\"},\n {\"title\": \"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\", \"asin\": \"B09VB9CWN9\", \"price\": \"$16.12\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:16:49.069Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card \"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\", \"asin\": \"B011SDXGYE\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\", \"asin\": \"B09B18SW3Y\", \"price\": \"$7.96\", \"quantity\": \"\"},\n {\"title\": \"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\", \"asin\": \"B09VB9CWN9\", \"price\": \"$16.12\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:16:49.079Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:16:49.079Z
|
click
|
suggested_term
|
rule
|
2025-04-21T19:16:49.079Z
|
train
| 967 |
2025-04-21T19:16:49.079Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "auto card "
}
],
"promotion_items": [
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
{"title": "Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.", "asin": "B011SDXGYE", "price": "$15.99", "quantity": ""},
{"title": "Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.", "asin": "B074K5BDJL", "price": "$19.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "B0CDQFVY1J", "price": "$34.96", "quantity": ""},
{"title": "Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06", "asin": "B09B18SW3Y", "price": "$7.96", "quantity": ""},
{"title": "Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave", "asin": "B09VB9CWN9", "price": "$16.12", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "B0BNP56GKH", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90", "asin": "B0BZQTSBWZ", "price": "$37.96", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$49.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm", "asin": "B0001XLSUW", "price": "$26.95", "quantity": ""},
{"title": "Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology", "asin": "B0C4ZXFSR8", "price": "$39.99", "quantity": ""},
{"title": "***New*** PHILIPS PQ206 Pocket Portable Battery Shaver", "asin": "B00UCTC6H4", "price": "$23.00", "quantity": ""}
],
"active_items": [
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}
],
"saved_items": [
{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:16:49.079Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 967,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card \"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"Pacinos Matte Hair Paste - Firm Hold, No Shine, Sculpting & Styling Wax, Long Lasting Definition & Texture, No Flakes, All Hair Types, 4 fl. oz.\", \"asin\": \"B011SDXGYE\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"B0CDQFVY1J\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips One by Sonicare, 2 Brush Heads, Shadow Black, BH1022/06\", \"asin\": \"B09B18SW3Y\", \"price\": \"$7.96\", \"quantity\": \"\"},\n {\"title\": \"Dollar Shave Club | 6 Blade Razor Refills (8 Pack) | 6 Stainless Steel Blades for a Close & Comfortable Shave\", \"asin\": \"B09VB9CWN9\", \"price\": \"$16.12\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"B0BNP56GKH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Oster Detachable Blade Size 0000 Fits Classic 76, Octane, Model One, Model 10 Clippers, 0.25 mm\", \"asin\": \"B0001XLSUW\", \"price\": \"$26.95\", \"quantity\": \"\"},\n {\"title\": \"Philips One Blade Face Hybrid Trimmer & Shaver No Skin Irritation as Blade Never Touches Skin Dual Protection Technology\", \"asin\": \"B0C4ZXFSR8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"***New*** PHILIPS PQ206 Pocket Portable Battery Shaver\", \"asin\": \"B00UCTC6H4\", \"price\": \"$23.00\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:16:49.079Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10 \", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\",\n \"asin\": \"B0D7H887TF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\", \"asin\": \"B0DJVF83WC\", \"price\": \"$40.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS63SV5L\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYFFYP2\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\", \"asin\": \"B0DC6LR6RF\", \"price\": \"$69.99\", \"delivery\": \"$10 delivery Apr 24 - 28\"},\n {\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\", \"asin\": \"B0D22P6JBQ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:28.614Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:17:28.614Z
|
click_product
|
B09Q69K331
|
rule
|
2025-04-21T19:17:28.614Z
|
train
| 968 |
2025-04-21T19:17:28.614Z
|
click_product
|
B09Q69K331
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "auto card shuffler any size"
}
],
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{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
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{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em ", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) ", "asin": "B0DF7KXF87", "price": "$139.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10 ", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
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{
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"asin": "B0D7H887TF"
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{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)", "asin": "B0DJVF83WC", "price": "$40.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)", "asin": "B0D1CCL8SZ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS63SV5L", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly", "asin": "B0DLB5KFZ4", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games", "asin": "B0CGZVNHN6", "price": "$27.54", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYFFYP2", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10", "asin": "B0DT6TQNZR", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More", "asin": "B09YMWDM3Z", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards", "asin": "B0DC6LR6RF", "price": "$69.99", "delivery": "$10 delivery Apr 24 - 28"},
{"title": "ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo", "asin": "B0DNSQSSXV", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards", "asin": "B0D22P6JBQ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\u00b0/180\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy", "asin": "B0D2K53MSC", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games", "asin": "B0DGX3SWQ9", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DTP3WPVC", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards", "asin": "B0DBMY1DSD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:17:28.614Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B09Q69K331</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B09Q69K331</answer_argument>",
"index": 968,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10 \", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\",\n \"asin\": \"B0D7H887TF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1Or fastest delivery Apr 25 - 28\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\", \"asin\": \"B0DJVF83WC\", \"price\": \"$40.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS63SV5L\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYFFYP2\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\", \"asin\": \"B0DC6LR6RF\", \"price\": \"$69.99\", \"delivery\": \"$10 delivery Apr 24 - 28\"},\n {\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\", \"asin\": \"B0D22P6JBQ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"1-2 Decks Automatic Card Shuffler, One Button Automatic and Manual Mode, Portable Low- Noise Electric Shuffling Machine, Suitable for UNO, Poker, Phase 10, Skip-Bo, Card Games\", \"asin\": \"B0DGX3SWQ9\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Electric Casino Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DTP3WPVC\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks, Low Noise Electric Shuffler with Rechargeable Battery, Fast & Smooth Shuffling for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Standard & Sleeved Cards\", \"asin\": \"B0DBMY1DSD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:28.614Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-2 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n {\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n {\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n {\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n {\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:36.373Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:17:36.373Z
|
click
|
review
|
rule
|
2025-04-21T19:17:36.373Z
|
train
| 969 |
2025-04-21T19:17:36.373Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "auto card shuffler any size"
}
],
"cart_items": [
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B09Q69K331"
},
{
"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"
},
{
"price": "$11.99"
},
{
"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "1-2 Decks"
}
],
"promotion_items": [
{"title": "Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+", "asin": "5b96e2e8", "price": "$14.00", "quantity": ""},
{"title": "Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries", "asin": "d25d526d", "price": "$9.25", "quantity": ""},
{"title": "University Games Go Low Card Game Small", "asin": "2de48778", "price": "$7.30", "quantity": ""},
{"title": "Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)", "asin": "d25d526d", "price": "$15.34", "quantity": ""},
{"title": "WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\u2019s Paddle, 7 Answer Paddles", "asin": "2de48778", "price": "$17.00", "quantity": ""},
{"title": "Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials", "asin": "ada6e9b0", "price": "$17.49", "quantity": ""},
{"title": "YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0...", "asin": "B0DCYM3YG6", "price": "$139.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:17:36.373Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 969,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-2 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n {\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n {\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n {\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n {\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:17:36.373Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-2 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n {\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n {\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n {\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n {\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:18:15.120Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:18:15.120Z
|
click
|
review
|
rule
|
2025-04-21T19:18:15.120Z
|
train
| 970 |
2025-04-21T19:18:15.120Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "auto card shuffler any size"
}
],
"cart_items": [
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B09Q69K331"
},
{
"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"
},
{
"price": "$11.99"
},
{
"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "1-2 Decks"
}
],
"promotion_items": [
{"title": "Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+", "asin": "5b96e2e8", "price": "$14.00", "quantity": ""},
{"title": "Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries", "asin": "d25d526d", "price": "$9.25", "quantity": ""},
{"title": "University Games Go Low Card Game Small", "asin": "2de48778", "price": "$7.30", "quantity": ""},
{"title": "Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)", "asin": "d25d526d", "price": "$15.34", "quantity": ""},
{"title": "WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\u2019s Paddle, 7 Answer Paddles", "asin": "2de48778", "price": "$17.00", "quantity": ""},
{"title": "Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials", "asin": "ada6e9b0", "price": "$17.49", "quantity": ""},
{"title": "YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0...", "asin": "B0DCYM3YG6", "price": "$139.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:18:15.120Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 970,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-2 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n {\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n {\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n {\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n {\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:18:15.120Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-4 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n {\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n {\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n {\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n {\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:18:19.372Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:18:19.372Z
|
click
|
product_option
|
rule
|
2025-04-21T19:18:19.372Z
|
train
| 971 |
2025-04-21T19:18:19.372Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "auto card shuffler any size"
}
],
"cart_items": [
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B09Q69K331"
},
{
"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"
},
{
"price": "$11.99"
},
{
"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "1-4 Decks"
}
],
"promotion_items": [
{"title": "Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+", "asin": "5b96e2e8", "price": "$14.00", "quantity": ""},
{"title": "Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries", "asin": "d25d526d", "price": "$9.25", "quantity": ""},
{"title": "University Games Go Low Card Game Small", "asin": "2de48778", "price": "$7.30", "quantity": ""},
{"title": "Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)", "asin": "d25d526d", "price": "$15.34", "quantity": ""},
{"title": "WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\u2019s Paddle, 7 Answer Paddles", "asin": "2de48778", "price": "$17.00", "quantity": ""},
{"title": "Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials", "asin": "ada6e9b0", "price": "$17.49", "quantity": ""},
{"title": "YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0...", "asin": "B0DCYM3YG6", "price": "$139.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:18:19.372Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 971,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-4 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dodo | Kid's Game | Family Game |Board Games | Co-op | Dexterity | Ages 6+\", \"asin\": \"5b96e2e8\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"Energizer MAX AAA Batteries (16 Pack), Triple A Alkaline Batteries\", \"asin\": \"d25d526d\", \"price\": \"$9.25\", \"quantity\": \"\"},\n {\"title\": \"University Games Go Low Card Game Small\", \"asin\": \"2de48778\", \"price\": \"$7.30\", \"quantity\": \"\"},\n {\"title\": \"Rayovac 9V Batteries, Alkaline 9V Battery (8 Count)\", \"asin\": \"d25d526d\", \"price\": \"$15.34\", \"quantity\": \"\"},\n {\"title\": \"WHAT DO YOU MEME? Two Types of People by Relatable, One of Our Go-to Party Games for Adults, Perfect Option for Board Games for Adults, Includes 300 Type Cards, 1 Guesser\\u2019s Paddle, 7 Answer Paddles\", \"asin\": \"2de48778\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"Ravensburger Dinosaur Island Eye Found It! Board Game - Engaging Family Fun | Colorful Dinosaur Scenery | Skill-Building Game | FSC-Certified Materials\", \"asin\": \"ada6e9b0\", \"price\": \"$17.49\", \"quantity\": \"\"},\n {\"title\": \"YUCEEN Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"Rareidel Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"ShuffleBox S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0...\", \"asin\": \"B0DCYM3YG6\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:18:19.372Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09 \", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"quantity\": \"\"},\n {\"title\": \"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"KPAW Automatic Card Shuffler Machine - 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8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYFFYP2\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\", \"asin\": \"B0DC6LR6RF\", \"price\": \"$69.99\", \"delivery\": \"$10 delivery Apr 24 - 28\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n {\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\", \"asin\": \"B0D22P6JBQ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:19:14.720Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:19:14.720Z
|
input
|
auto card shuffler any size
|
rule
|
2025-04-21T19:19:14.720Z
|
train
| 972 |
2025-04-21T19:19:14.720Z
|
input
|
auto card shuffler any size
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "auto card shuffler any size"
}
],
"cart_items": [
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"promotion_items": [
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel ", "asin": "B09Q69K331", "price": "$11.99", "quantity": ""},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0D7H887TF", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em ", "asin": "B0DLKXGFLJ", "price": "$35.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) ", "asin": "B0DF7KXF87", "price": "$139.99", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack ", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games ", "asin": "B0DJQXV11B", "price": "$35.99", "quantity": ""},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 ", "asin": "B0DTHXJRRT", "price": "$37.99", "quantity": ""},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09 ", "asin": "B0D5V855G6", "price": "$29.99", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "quantity": ""},
{"title": "ROYPOUTA Automatic Card Shuffler for 1-2 Decks \u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day", "asin": "B0DNM3FGPJ", "price": "$35.99", "quantity": ""},
{"title": "Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "quantity": ""},
{"title": "Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack", "asin": "B0DC563MTV", "price": "$35.99", "quantity": ""},
{"title": "KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "quantity": ""},
{"title": "BATURU Rechargeable Automatic Card Shuffler 2 Deck \u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights", "asin": "B0DGTDZ5QM", "price": "$35.99", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "DEVOGUE\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket", "asin": "B0B8JTFZ19", "price": "$12.69", "quantity": ""}
],
"ads": [
{
"title": "KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10",
"asin": "B0D7H887TF"
}
],
"search_results": [
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games", "asin": "B0CYWW1JN6", "price": "$11.37", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0D7H887TF", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DTHXJRRT", "price": "$37.99", "delivery": "FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck - Rechargeable Electric Shuffling Machine, Low Noise & Portable Design for UNO, Skip-Bo, Spades, Bridge & Professional Card Games", "asin": "B0F4WK6N7P", "price": "$29.99", "delivery": "FREE delivery May 12 - 21"},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games", "asin": "B09YGTKX3Y", "price": "$11.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack", "asin": "B0DM2DY38W", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZLXQY2", "price": "$11.38", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Trademark Poker Card Shuffler", "asin": "B000HMNQUW", "price": "$7.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)", "asin": "B0DJVF83WC", "price": "$40.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games", "asin": "B0DJQXV11B", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10", "asin": "B0DM81D58J", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo", "asin": "B0DGG6ZTC3", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games", "asin": "B09GBHDRR7", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine", "asin": "B0DCBLGPGD", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\u00b0/180\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)", "asin": "B0DF7KXF87", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)", "asin": "B0D1CCL8SZ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em", "asin": "B0DLKXGFLJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino", "asin": "B0DT77PTFJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games", "asin": "B0CGZVNHN6", "price": "$27.54", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10", "asin": "B0DS63SV5L", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\uff08Black\uff09", "asin": "B0D5V855G6", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10", "asin": "B0DGL2MW6F", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DS5X688R", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards", "asin": "B0DLWGYZ5R", "price": "$21.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly", "asin": "B0DLB5KFZ4", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)", "asin": "B0DGLGSY53", "price": "$22.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More", "asin": "B09YMWDM3Z", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO", "asin": "B0B34YR888", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)", "asin": "B0DNJPRFHN", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns", "asin": "B0DCYFFYP2", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)", "asin": "B0DN5Q38B7", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO", "asin": "B0BYYMQNQV", "price": "$25.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10", "asin": "B08NHM1BBC", "price": "$23.48", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0DDZ6V3X7", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10", "asin": "B0DT6TQNZR", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games", "asin": "B004YD7BTW", "price": "$16.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo", "asin": "B0DNSQSSXV", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards", "asin": "B0DC6LR6RF", "price": "$69.99", "delivery": "$10 delivery Apr 24 - 28"},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B0D9W5T7J1", "price": "$17.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More", "asin": "B0DXD2QTNJ", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)", "asin": "B0CYCP2GWL", "price": "$28.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FILFEEL Manual Card Shuffler, 1\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)", "asin": "B09C8SBZCW", "price": "$20.51", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker", "asin": "B09GFDV8JW", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D84YY4SC", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card", "asin": "B08CXSK9V3", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."},
{"title": "Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games", "asin": "B0DXP4JK8Q", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards", "asin": "B0D22P6JBQ", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\u00b0/180\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy", "asin": "B0D2K53MSC", "price": "$139.99", "delivery": "FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:19:14.720Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>input</answer_action><answer_argument>auto card shuffler any size</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>auto card shuffler any size</answer_argument>",
"index": 972,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel \", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em \", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black) \", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack \", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games \", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10 \", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09 \", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"ROYPOUTA Automatic Card Shuffler for 1-2 Decks \\u2013 Quieter Electric Poker Shuffler with 2000mAh Rechargeable Battery \\u2013 Ideal Gift for Poker Nights, Birthdays, and Father's Day\", \"asin\": \"B0DNM3FGPJ\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Triplgoat 6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"quantity\": \"\"},\n {\"title\": \"Doubao Card Shuffler Automatic 1-2 Deck Electric Shuffling Machine Portable with 2000mAh Rechargeable Battery Low Noise for Cards Game, UNO, Poker, Phase 10, Skip-Bo, Texas Hold'em, Blackjack\", \"asin\": \"B0DC563MTV\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"KPAW Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"BATURU Rechargeable Automatic Card Shuffler 2 Deck \\u2013 Fast, Reduced Jams, Low Noise, Compact & Lightweight, Card Shuffler for UNO, Poker, Skip-Bo, Phase 10 for Game Nights\", \"asin\": \"B0DGTDZ5QM\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n {\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"DEVOGUE\\u00ae Electric Fly Swatter Bug Zapper Battery Operated Flies Killer Indoor & Outdoor Pest Control Mosquito Zapper and Insect Catcher Racket\", \"asin\": \"B0B8JTFZ19\", \"price\": \"$12.69\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"KPAW Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\",\n \"asin\": \"B0D7H887TF\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler for UNO,Casino Card Game,Poker,Phase 10,Blackjack,Texas Hold'em,Home Card Games\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - One-Press AUTO & Manual Mode, Electric Shuffling Machine for 1-2 Decks, Low Noise, Rechargeable & Portable Shuffler Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0D7H887TF\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler Rechargeable Automatic Card Shuffler Low Noise, Rechargeable, Portable Card Shuffler 1-2 Decks for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DTHXJRRT\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 28 - May 1 Or fastest delivery Apr 25 - 28\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 1-2 Deck - Rechargeable Electric Shuffling Machine, Low Noise & Portable Design for UNO, Skip-Bo, Spades, Bridge & Professional Card Games\", \"asin\": \"B0F4WK6N7P\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 12 - 21\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card Shuffler for UNO, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler for UNO, Phase 10, Skip-Bo, Texas Hold'em, Poker, Blackjack\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-2 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZLXQY2\", \"price\": \"$11.38\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Trademark Poker Card Shuffler\", \"asin\": \"B000HMNQUW\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 2-Deck for Poker & Blackjack, Palm-Sized, Battery-Powered, Portable Electric Card Shuffler Machine for Home Games, Travel, Casino (W1)\", \"asin\": \"B0DJVF83WC\", \"price\": \"$40.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole 2 Decks Quiet & Rechargeable Card Shuffler, 2000 MAh Rapid Shuffling Automatic Electric Shuffler for Casino Card Game, Poker, Phase 10, Blackjack, Texas Hold'em, Home Card Games\", \"asin\": \"B0DJQXV11B\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28Or .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler with Dual Modes, Rechargeable 1-2 Deck Card Dealer Machine, Low Noise Operation Card Shuffler for Poker, UNO, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DM81D58J\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler,Electric Shuffling Machine for 1-2 Decks,One-Press Auto Mode,Low Noise,Portable Shuffler Machine for Poker,UNO,Blackjack,Skip-Bo\", \"asin\": \"B0DGG6ZTC3\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shuffler 2/4/6 Deck, Automatic Electric Playing Card Shuffler, Battery Operated Poker UNO Shuffling Machine, for Family Party Games\", \"asin\": \"B09GBHDRR7\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra Quiet Shuffling Machine\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler and Dealer - 1-2 Decks Support 12 Players, 4 Drawing Remotes, Built-in Gameplays, 360\\u00b0/180\\u00b0 Deal, for Poker, UNO, Phase 10, Skip-Bo, Rummy (Black)\", \"asin\": \"B0DF7KXF87\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"G1 Pro 2025 Version Automatic Card Shuffler and Dealer 2-in-1 for 12 Players, Ultra Quiet, Rechargeable, Remote Card Calling, for Board Games and Poker Games (Black)\", \"asin\": \"B0D1CCL8SZ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler, Electric Card Shuffler for 1-2 Decks One-Press AUTO & Manual Mode Rechargeable 2000mAh Low Noise for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em\", \"asin\": \"B0DLKXGFLJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 1-2 Deck Electric Shuffling Machine, AUTO & Manual Mode, Portable Shuffler Low Noise with 2000mAh Rechargeable Battery for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino\", \"asin\": \"B0DT77PTFJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler 6 Deck Heavy Duty Electric Card Shuffler, USB/Battery-Operated Casino Playing Card Shuffler for Card Games\", \"asin\": \"B0CGZVNHN6\", \"price\": \"$27.54\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1, 2 Deck 360\\u00b0 Rotating Dealing Machine for 12 Players, 4 Drawing Remotes, Rechargeable Playing Card Shuffler Machine for UNO, Poker, Phase 10\", \"asin\": \"B0DS63SV5L\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Fully Automatic Card Shuffler 1-2 Deck,USB/Battery Operated Electric Shuffler, Lower Noise Playing Card Shuffle for UNO,Poker, Phase 10,Skip-Bo,Blackjack\\uff08Black\\uff09\", \"asin\": \"B0D5V855G6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler Machine - 1-2 Decks Low Noise Shuffler, Rechargeable & Portable, One Press Shuffling, Automatic Card Shuffler for Texas Hold'em, Skip-Bo, Poker, UNO, Phase 10\", \"asin\": \"B0DGL2MW6F\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Card Shufflers Rechargeable Automatic Card Shuffler 2 Decks 2000 MAh Electric Shuffler UNO,Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DS5X688R\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Fully Automatic Card Shuffler for 1-2 Decks, Low Noise Smart Auto Shuffler, 2000 mAh Built-in Battery USB Charge, Electric Shuffling Machine for UNO, Poker, Various Cards\", \"asin\": \"B0DLWGYZ5R\", \"price\": \"$21.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"1-2 Deck Rechargeable Automatic Card shuffler, 2000 mAH USB-C Rechargeable Shuffling Machine with AUTO and Manual Modes Card shuffler for UNO Poker Blackjack, 50dB Shuffle Quietly\", \"asin\": \"B0DLB5KFZ4\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks, 2000mAh Battery-Operated Electric UNO Card Shuffler with Low Noise Motor, Casino Card Game for Skip Bo Card Game, Poker, Phase10 (2-Decks)\", \"asin\": \"B0DGLGSY53\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Cool Chimpanzee Automatic 2-Deck Card Shuffler, Home Poker Games, Blackjack, Rummy, War, Texas Hold 'Em, PLO, Omaha, Stud and More\", \"asin\": \"B09YMWDM3Z\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler, 1-2 Deck Battery-Operated Electric Poker Card Shuffler Machine, for Playing Cards/UNO\", \"asin\": \"B0B34YR888\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler and Dealer 2-in-1 MAX VI for 2-12 Players for UNO, Taco Cat Goat Cheese Pizza, Texas Hold'em, Poker.Rechargeable, Quiet, with 4 Wireless Draw Buttons (Black)\", \"asin\": \"B0DNJPRFHN\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card shuffler and Dealer 2-in-1 Machine 2025, 1-12 Player, Rotatable 360\\u00b0, Remote Card Calling, Ultra Quiet, Rechargeable, for Board Games and Poker, Casino Card, UNO, Five Crowns\", \"asin\": \"B0DCYFFYP2\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Smart Automatic Card Shuffler 1-2 Decks, 2000mAh Rechargeable Built-in Battery, Quiet Electric Shuffling Machine for Poker, UNO, Blackjack, Skip-Bo, Phase 10, Texas Hold'em (White)\", \"asin\": \"B0DN5Q38B7\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"GSE Games & Sports Expert 6-Deck Automatic Card Shuffler, AC/DC-Power & Battery-Operated Electric Shuffler Machines for Playing Cards, Blackjack, Texas Hold'em, Canasta, Bridge, Rummy, UNO\", \"asin\": \"B0BYYMQNQV\", \"price\": \"$25.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shufflers 2/6 Deck (Playing Cards Included) - Battery-Operated Electric Shuffler Heavy Duty - Great for Casino, Home & Tournament Use for UNO, Blackjack, Texas Hold'em, Phase 10\", \"asin\": \"B08NHM1BBC\", \"price\": \"$23.48\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Nileole 2 Decks Quiet Card Shuffler, Automatic 2000 MAh Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0DDZ6V3X7\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Rechargeable Automatic Card Shuffler for 1-2 Decks, One-Press Auto and Manual Modes, Ideal for UNO, Poker, Blackjack, Skip-Bo, Phase 10\", \"asin\": \"B0DT6TQNZR\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Brybelly Automatic Card Shuffler 6 Deck - Battery Operated Card Shuffler for Standard-Size Cards - Single Button Operated Card Shufflers for Poker, Blackjack, Canasta and Other Card Games\", \"asin\": \"B004YD7BTW\", \"price\": \"$16.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ShinePick Automatic Card Shuffler, Electric Shuffling Machine with 2000mAh Rechargeable Battery, Low Noise Card Shuffler - Automatic and Manual Mode for Poker, Phase 10, UNO, Skip-Bo\", \"asin\": \"B0DNSQSSXV\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler Electric Automatic Shuffle Machine, Casino Card Shufflers Portable Card Dealer Machine Electric Shuffle Tool for Paper Cards Plastic Cards\", \"asin\": \"B0DC6LR6RF\", \"price\": \"$69.99\", \"delivery\": \"$10 delivery Apr 24 - 28\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes, Rechargeable & Portable Shuffler Machine UNO, Poker, Mahjong, Bridge, Spades, Rummy, & More\", \"asin\": \"B0DXD2QTNJ\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"6 Decks Automatic Card Shuffler Electric Heavy Duty-USB-C/Battery Powered, Rechargeable, Fast & Quiet Shuffler for Poker, Casino Games (Supports All Standard Cards)\", \"asin\": \"B0CYCP2GWL\", \"price\": \"$28.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FILFEEL Manual Card Shuffler, 1\\u20112 Deck UNO Card Shuffler, Hand Crank Card Shuffler, for UNO, Poker, Phase 10, Skip-Bo, Blackjack, Cards Game, for Family Party Games(red)\", \"asin\": \"B09C8SBZCW\", \"price\": \"$20.51\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Shufflers Playing Card Shuffling Machine Battery Operated Tool for UNO, Texas Hold'em, Home Card Games, Blackjack, Electric Casino Poker\", \"asin\": \"B09GFDV8JW\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2 Decks Low Noise Card Shuffler, 2000 MAh Rapid Shuffling Automatic Rechargeable Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D84YY4SC\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Automatic Card Shuffler - 1-2 Deck, Poker Shuffler Machine, Casino Card Electric Shuffler, Lower Noise Playing Card Shuffler for UNO, Phase 10, Poker Skip Bo Card Games, Sleeved Card\", \"asin\": \"B08CXSK9V3\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n {\"title\": \"Card Shuffler Machine - Dual Modes (Auto/Manual), Ultra-Quiet 1-2 Deck Automatic Electric Shuffler for Poker, UNO, Blackjack, Texas Hold'em, Phase 10, Skip-Bo and More Cards Games\", \"asin\": \"B0DXP4JK8Q\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2025 Automatic Card Shuffler and Dealer 2-in-1, 2-12 Players Card Dealer with 4 Wireless Remote, 360\\u00b0 Rotating 2 Decks Card Shuffler for UNO, Poker, Texas Hold'em, Monopoly, Blackjack, Maverick Cards\", \"asin\": \"B0D22P6JBQ\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Automatic Card Shuffler And Dealer Support 12 Players,4 Remote Controller, One Click Selection of Game or Customization,360\\u00b0/180\\u00b0 Deal, Adjustable Dealer Distance,for Poker,UNO,Phase 10,Skip-Bo,Rummy\", \"asin\": \"B0D2K53MSC\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:19:14.720Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-2 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler 4 Deck Automatic, USB-Power & Battery-Operated Electric Shuffler Mach...\", \"asin\": \"B0DL5SHMHV\", \"price\": \"$19.90\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler f...\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGMPZD8\", \"price\": \"$19.19\", \"quantity\": \"\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:34.050Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:23:34.050Z
|
purchase
|
B09Q69K331
|
rule
|
2025-04-21T19:23:34.050Z
|
train
| 973 |
2025-04-21T19:23:34.050Z
|
purchase
|
B09Q69K331
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "auto card shuffler any size"
}
],
"cart_items": [
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B09Q69K331"
},
{
"title": "Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel"
},
{
"price": "$11.99"
},
{
"bullet_list": "\u3010Card shuffler 2 deck\u3011\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \u3010Fits for various card game\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \u3010Dimensions in inches\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \u3010Easy to use\u3011 - Firstly,insert 4 AA batteries\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \u3010Replacement service\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "1-2 Decks"
}
],
"promotion_items": [
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...", "asin": "B0DCBLGPGD", "price": "$35.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Card Shuffler 4 Deck Automatic, USB-Power & Battery-Operated Electric Shuffler Mach...", "asin": "B0DL5SHMHV", "price": "$19.90", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZMV4HL", "price": "$15.28", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGTKX3Y", "price": "$11.91", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...", "asin": "B0D3TBN87P", "price": "$17.98", "quantity": ""},
{"title": "ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More", "asin": "B0DMT2J5YK", "price": "$32.99", "quantity": ""},
{"title": "Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler f...", "asin": "B0CYWW1JN6", "price": "$11.37", "quantity": ""},
{"title": "1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...", "asin": "B0DM2DY38W", "price": "$29.99", "quantity": ""},
{"title": "Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game", "asin": "B0BVZKF6DG", "price": "$17.98", "quantity": ""},
{"title": "Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...", "asin": "B09YGMPZD8", "price": "$19.19", "quantity": ""},
{"title": "Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...", "asin": "B0D9W5T7J1", "price": "$17.99", "quantity": ""},
{"title": "Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack", "asin": "B0D85DYZWP", "price": "$29.99", "quantity": ""},
{"title": "NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine", "asin": "B09VNSN7GD", "price": "$15.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:23:34.050Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B09Q69K331</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B09Q69K331</answer_argument>",
"index": 973,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"auto card shuffler any size\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09Q69K331\"\n},\n {\n \"title\": \"Automatic Card Shuffler 2/1/4/6 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\"\n},\n {\n \"price\": \"$11.99\"\n},\n {\n \"bullet_list\": \"\\u3010Card shuffler 2 deck\\u3011\\uff1aFEIERYA Card shuffler battery operated,easy to use.Elderly,young people,children can use ,help you shuffle 1-2 deck playing cards in seconds,save your time \\u3010Fits for various card game\\u3011: Perfect for playing bridge,Uno,Texas Hold 'em,Phase10,Blackjack,Hand and foot,five crowns,Skip-Bo,Samba games and so on \\u3010Dimensions in inches\\u3011: 8.12''(L) x 4''(W) x 3.75''(H).Lightweight and portable,holds up to 2 decks of cards at one time.Requires 4 AA batteries (not included).Poker cards are not included \\u3010Easy to use\\u3011 - Firstly,insert 4 AA batteries\\uff1bNext,put your card into two feed ; Then,keep pressing the buttton to shuffle ; Last,take out the shuffled card to enjoy your card game \\u3010Replacement service\\u3011Support replacement service within 6 months without reason.(If it jams or only one side works, you can try to adjust the position of the gear slowly with a screwdriver or a small knife) Please double check item type you have selected, or double check the picture to avoid choosing the wrong item\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"1-2 Decks\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"S1 Automatic Card Shuffler with 2000mAh Rechargeable Built-in Battery, 2 Deck Ultra...\", \"asin\": \"B0DCBLGPGD\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Card Shuffler 4 Deck Automatic, USB-Power & Battery-Operated Electric Shuffler Mach...\", \"asin\": \"B0DL5SHMHV\", \"price\": \"$19.90\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1-4 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZMV4HL\", \"price\": \"$15.28\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGTKX3Y\", \"price\": \"$11.91\", \"quantity\": \"\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2/4 Decks,Battery Operated Electric Playing Card Shuffler...\", \"asin\": \"B0D3TBN87P\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"ADZERD Rechargeable Automatic Card Shuffler for 1-2 Decks, Electric Playing Cards Shuffler Machine with Auto & Manual Modes \\u2013 Ideal for UNO, Poker, Mahjong, Bridge, Spades, Rummy, Casino & More\", \"asin\": \"B0DMT2J5YK\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler 1/2 Decks,Battery Operated Electric Playing Card Shuffler f...\", \"asin\": \"B0CYWW1JN6\", \"price\": \"$11.37\", \"quantity\": \"\"},\n {\"title\": \"1-2 Deck Quiet & Rechargeable Automatic Card Shuffler, 2000mAh Electric Shuffler fo...\", \"asin\": \"B0DM2DY38W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Unniweei Automatic Card Shuffler 1/2/4/6 Decks, Battery-Operated Electric Shuffler, Casino Card Game for Poker, Home Card Game, UNO, Phase10, Texas Hold'em, Blackjack, Home Party Club Game\", \"asin\": \"B0BVZKF6DG\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Automatic Card Shuffler, Battery Operated Card Dealer Machine, Electric Casino Card...\", \"asin\": \"B09YGMPZD8\", \"price\": \"$19.19\", \"quantity\": \"\"},\n {\"title\": \"Quiet Automatic Card Shuffler 2 Deck,USB/Battery Operated Electric UNO Poker Shuffl...\", \"asin\": \"B0D9W5T7J1\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Nileole Rechargeable 2 Decks Card Shuffler, Automatic 2000 MAh Quiet Electric Shuffler, Playing Cards, Texas Hold'em, Poker, Home Card Games, Blackjack\", \"asin\": \"B0D85DYZWP\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"NOLIE Automatic Card Shuffler of Playing Card, Texas Hold'em, Poker, Home Card Games, Blackjack, Battery Operated Electric Poker Shuffling Machine\", \"asin\": \"B09VNSN7GD\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:23:34.050Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"rail roads small cards\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"TSB Jumbo Index Bridge Cards Pack of 12 Decks - 6 Colors Jumbo Print Bridge Playing Cards - with Single Box for Easy Storage(12 Decks in 6 Colors).\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\",\n \"asin\": \"B09J4MLB96\"\n},\n {\n \"title\": \"Go to detail page for \\\"TSB Anti-Slip Bridge Cards Table Mat 34 by 34 inch - Thick Cushioned and Stitched Edge Bridge Table Mat Tablecloth Suits Bridge, Canasta, Poker and Other Cards Games - Solid Color Green.\\\" Eligible for Prime.\",\n \"asin\": \"B0D4ZDHMG2\"\n},\n {\n \"title\": \"Go to detail page for \\\"TSB Standard Print Bridge Cards Pack of 12 Decks - 6 Colors Bridge Playing Cards - Easy Storage (2 Red 2 Blue 2 Purple 2 Grey 2 Green 2 Yellow Regular).\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNZ88VDV\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Ravensburger Rivers, Roads and Rails - Innovative Matching Game for Kids | Encourages Strategic Thinking | Award-Winning Design\", \"asin\": \"B004KZCF0O\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Road Tape for Toy Car & Trains,3 Tape Rolls, Bonus 160 Traffic Sign Die Cut Stickers, 4 Road Tight Curves and 4 Trains Tight Curves, Develop Your Kids Imagination and Memory, Play and Learn\", \"asin\": \"B083KDRQ9J\", \"price\": \"$12.99\", \"delivery\": \"$6.43 delivery May 1 - 14 Only 11 left in stock - order soon.\"},\n {\"title\": \"Mini Rails: Road to Eltonburg \\u2014 by Moaideas Game Design | Family Cube Rail Experience | Double-Sided Modular Hex Board | 72 Train + 10 Animal Meeples | Solo Bot Cards | 1-5 Players | 20-40 Minutes\", \"asin\": \"B0F29YCTKC\", \"price\": \"$35.00\", \"delivery\": \"FREE delivery This item will be released on May 30, 2025.\"},\n {\"title\": \"3dRose Greeting Card - railroad crossing rail road sign black and white - Susans Zoo Crew Scenery\", \"asin\": \"B0DBT13ZJV\", \"price\": \"$1.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n {\"title\": \"3dRose Greeting Cards - crazy road sign of the sand-rail wheelie zone, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail wheelies\", \"asin\": \"B0DKVHSCYG\", \"price\": \"$11.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n {\"title\": \"3dRose Greeting Cards - sand-rail air zone road sign, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail jumping\", \"asin\": \"B0DKVMPKQX\", \"price\": \"$11.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n {\"title\": \"Heritage Playing Cards - History of Transport by Rail\", \"asin\": \"B002BG5E98\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n {\"title\": \"Piatnik 00 1650 Classic Cars Playing Cards\", \"asin\": \"B01AG29C4G\", \"price\": \"$18.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 1 left in stock - order soon.\"},\n {\"title\": \"Williams by Bachmann E-Z Street 16\\\" Diameter Curved Track 4 Per Card - O Scale\", \"asin\": \"B004WUHMXW\", \"price\": \"$27.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\"},\n {\"title\": \"E-Z Street 2.5\\\" Curve To Curve Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNAY\", \"price\": \"$29.27\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 2 left in stock - order soon.\"},\n {\"title\": \"Williams by Bachmann E-Z Street 2.5\\\" Straight To Curve Track 4 Per Card - O Scale\", \"asin\": \"B004WUHN68\", \"price\": \"$24.13\", \"delivery\": \"FREE delivery May 1 - 2 Or fastest delivery Apr 24 - 29 Only 4 left in stock - order soon.\"},\n {\"title\": \"E-Z Street 21\\\" Diameter Curved Track 4 Per Card - O Scale\", \"asin\": \"B004WUHMZU\", \"price\": \"$21.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n {\"title\": \"Williams by Bachmann E-Z Street 10\\\" Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNNG\", \"price\": \"$31.79\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 5 left in stock - order soon.\"},\n {\"title\": \"E-Z Street 2.5\\\" Straight To Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHN0O\", \"price\": \"$22.79\", \"delivery\": \"FREE delivery May 5 - 6\"},\n {\"title\": \"E-Z Street 5\\\" Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNHW\", \"price\": \"$30.89\", \"delivery\": \"FREE delivery May 5 - 6\"},\n {\"title\": \"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\", \"asin\": \"B00P3LG6IQ\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3LF47K\", \"price\": \"$3.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3LJU16\", \"price\": \"$3.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3L5T16\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Pennsylvania Rail Road Station, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\", \"asin\": \"B00P6SIQXO\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P4USGB6\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Station Newport, New Hampshire NH Original Antique Postcard\", \"asin\": \"B00PCNJDK8\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg rail road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P6RMO74\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road - Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P6RMT06\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Along the Erie Rail Road Railroad Scenic Original Antique Postcard 1916\", \"asin\": \"B085HDF5KV\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P890S1O\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Western Pacific Rail Road Company Trains Railroad Original Vintage Postcard\", \"asin\": \"B082GJVNQX\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P3LNG0M\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Pennsylvania Rail Road, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\", \"asin\": \"B00P6SJ9AI\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Levee with Elevated Rail Road St. Louis, Missouri MO Original Antique Postcard\", \"asin\": \"B00P9LJTEI\", \"price\": \"$8.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Narragansett Pier Rail Road Company Peace Dale, Rhode Island RI Original Vintage Postcard\", \"asin\": \"B00P5EY9QW\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Ravensburger Rivers, Roads & Rails - Children's Game\", \"asin\": \"B00001OX05\", \"delivery\": \"\"},\n {\"title\": \"Rail Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00PB8YYM6\", \"price\": \"$8.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Pennsylvania Rail Road Station Pittsburgh PA Original Antique Postcard\", \"asin\": \"B0BKYV3SVZ\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Frisco Line rail road box car Trains Railroad Original Antique Postcard\", \"asin\": \"B08NZDYCYG\", \"price\": \"$24.99\", \"delivery\": \"$7 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"New York Central Rail Road Station Oswego NY Original Antique Postcard 1910\", \"asin\": \"B00Q478UB4\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Hospital Sacramento, California CA Original Antique Postcard\", \"asin\": \"B085J32LTH\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"High Bridge - Southern Pacific Rail Road Railroad Scenic Original Antique Postcard\", \"asin\": \"B01LY8208X\", \"price\": \"$16.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00PCNPNNE\", \"price\": \"$11.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Station Orange, Massachusetts MA Original Antique Postcard 1915\", \"asin\": \"B0778JM49V\", \"price\": \"$17.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\", \"asin\": \"B0BKYWHJ3Q\", \"price\": \"$14.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Station, Santa's Large Train, Santa Claus Land Santa Claus, Indiana IN Original Antique Postcard\", \"asin\": \"B00P9L19BO\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Southern Pacific Rail Road Depot Palo Alto, California CA Original Vintage Postcard\", \"asin\": \"B07FXXX333\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B014QW2GWC\", \"price\": \"$11.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Umgeni River, Rail & Road Bridges Natal, South Africa Original Antique Postcard\", \"asin\": \"B08Y9199CQ\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Electric Rail Road Station - Lima - Chorrillos - Lima Lima, Peru Original Antique Postcard\", \"asin\": \"B09XXHD4SK\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\", \"asin\": \"B085HDVGH2\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\", \"asin\": \"B085J39ZPT\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Zhanmai 200 Pcs Bulk Plan of Salvation Cards Gospel Tracts Pocket Holy Postcards Prayer Cards Christian Inspirational Bible Verses Wallet Planner Bookmark for Men Women Teens Ministering Tool\", \"asin\": \"B0CFY3L754\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"L. Frank Baum\\u2019s Oz Playing Cards - 54-Card Poker Deck with Original Artwork from The 1900 Book (Beige)\", \"asin\": \"B07HGDCHN7\", \"price\": \"$19.00\", \"delivery\": \"FREE delivery Mon, Apr 28Or fastest delivery Apr 23 - 25\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:24:09.850Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:24:09.850Z
|
click
|
cart_side_bar
|
rule
|
2025-04-21T19:24:09.850Z
|
train
| 974 |
2025-04-21T19:24:09.850Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "rail roads small cards"
}
],
"cart_items": [
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"ads": [
{
"title": "Go to detail page for \"TSB Jumbo Index Bridge Cards Pack of 12 Decks - 6 Colors Jumbo Print Bridge Playing Cards - with Single Box for Easy Storage(12 Decks in 6 Colors).\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.",
"asin": "B09J4MLB96"
},
{
"title": "Go to detail page for \"TSB Anti-Slip Bridge Cards Table Mat 34 by 34 inch - Thick Cushioned and Stitched Edge Bridge Table Mat Tablecloth Suits Bridge, Canasta, Poker and Other Cards Games - Solid Color Green.\" Eligible for Prime.",
"asin": "B0D4ZDHMG2"
},
{
"title": "Go to detail page for \"TSB Standard Print Bridge Cards Pack of 12 Decks - 6 Colors Bridge Playing Cards - Easy Storage (2 Red 2 Blue 2 Purple 2 Grey 2 Green 2 Yellow Regular).\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.",
"asin": "B0BNZ88VDV"
}
],
"search_results": [
{"title": "Ravensburger Rivers, Roads and Rails - Innovative Matching Game for Kids | Encourages Strategic Thinking | Award-Winning Design", "asin": "B004KZCF0O", "price": "$20.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Road Tape for Toy Car & Trains,3 Tape Rolls, Bonus 160 Traffic Sign Die Cut Stickers, 4 Road Tight Curves and 4 Trains Tight Curves, Develop Your Kids Imagination and Memory, Play and Learn", "asin": "B083KDRQ9J", "price": "$12.99", "delivery": "$6.43 delivery May 1 - 14 Only 11 left in stock - order soon."},
{"title": "Mini Rails: Road to Eltonburg \u2014 by Moaideas Game Design | Family Cube Rail Experience | Double-Sided Modular Hex Board | 72 Train + 10 Animal Meeples | Solo Bot Cards | 1-5 Players | 20-40 Minutes", "asin": "B0F29YCTKC", "price": "$35.00", "delivery": "FREE delivery This item will be released on May 30, 2025."},
{"title": "3dRose Greeting Card - railroad crossing rail road sign black and white - Susans Zoo Crew Scenery", "asin": "B0DBT13ZJV", "price": "$1.99", "delivery": "$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24"},
{"title": "3dRose Greeting Cards - crazy road sign of the sand-rail wheelie zone, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail wheelies", "asin": "B0DKVHSCYG", "price": "$11.99", "delivery": "$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24"},
{"title": "3dRose Greeting Cards - sand-rail air zone road sign, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail jumping", "asin": "B0DKVMPKQX", "price": "$11.99", "delivery": "$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24"},
{"title": "Heritage Playing Cards - History of Transport by Rail", "asin": "B002BG5E98", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon."},
{"title": "Piatnik 00 1650 Classic Cars Playing Cards", "asin": "B01AG29C4G", "price": "$18.93", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 1 left in stock - order soon."},
{"title": "Williams by Bachmann E-Z Street 16\" Diameter Curved Track 4 Per Card - O Scale", "asin": "B004WUHMXW", "price": "$27.35", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon."},
{"title": "E-Z Street 2.5\" Curve To Curve Track 4 Per Card - O Scale", "asin": "B004WUHNAY", "price": "$29.27", "delivery": "FREE delivery Apr 25 - 29 Only 2 left in stock - order soon."},
{"title": "Williams by Bachmann E-Z Street 2.5\" Straight To Curve Track 4 Per Card - O Scale", "asin": "B004WUHN68", "price": "$24.13", "delivery": "FREE delivery May 1 - 2 Or fastest delivery Apr 24 - 29 Only 4 left in stock - order soon."},
{"title": "E-Z Street 21\" Diameter Curved Track 4 Per Card - O Scale", "asin": "B004WUHMZU", "price": "$21.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon."},
{"title": "Williams by Bachmann E-Z Street 10\" Straight Track 4 Per Card - O Scale", "asin": "B004WUHNNG", "price": "$31.79", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 5 left in stock - order soon."},
{"title": "E-Z Street 2.5\" Straight To Straight Track 4 Per Card - O Scale", "asin": "B004WUHN0O", "price": "$22.79", "delivery": "FREE delivery May 5 - 6"},
{"title": "E-Z Street 5\" Straight Track 4 Per Card - O Scale", "asin": "B004WUHNHW", "price": "$30.89", "delivery": "FREE delivery May 5 - 6"},
{"title": "New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard", "asin": "B00P3LG6IQ", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P3LF47K", "price": "$3.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P3LJU16", "price": "$3.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P3L5T16", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Pennsylvania Rail Road Station, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard", "asin": "B00P6SIQXO", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00P4USGB6", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Station Newport, New Hampshire NH Original Antique Postcard", "asin": "B00PCNJDK8", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg rail road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P6RMO74", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road - Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P6RMT06", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Along the Erie Rail Road Railroad Scenic Original Antique Postcard 1916", "asin": "B085HDF5KV", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P890S1O", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Western Pacific Rail Road Company Trains Railroad Original Vintage Postcard", "asin": "B082GJVNQX", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B00P3LNG0M", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Pennsylvania Rail Road, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard", "asin": "B00P6SJ9AI", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Levee with Elevated Rail Road St. Louis, Missouri MO Original Antique Postcard", "asin": "B00P9LJTEI", "price": "$8.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Narragansett Pier Rail Road Company Peace Dale, Rhode Island RI Original Vintage Postcard", "asin": "B00P5EY9QW", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Ravensburger Rivers, Roads & Rails - Children's Game", "asin": "B00001OX05", "delivery": ""},
{"title": "Rail Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00PB8YYM6", "price": "$8.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Pennsylvania Rail Road Station Pittsburgh PA Original Antique Postcard", "asin": "B0BKYV3SVZ", "price": "$12.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Frisco Line rail road box car Trains Railroad Original Antique Postcard", "asin": "B08NZDYCYG", "price": "$24.99", "delivery": "$7 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "New York Central Rail Road Station Oswego NY Original Antique Postcard 1910", "asin": "B00Q478UB4", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Hospital Sacramento, California CA Original Antique Postcard", "asin": "B085J32LTH", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "High Bridge - Southern Pacific Rail Road Railroad Scenic Original Antique Postcard", "asin": "B01LY8208X", "price": "$16.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard", "asin": "B00PCNPNNE", "price": "$11.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Station Orange, Massachusetts MA Original Antique Postcard 1915", "asin": "B0778JM49V", "price": "$17.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard", "asin": "B0BKYWHJ3Q", "price": "$14.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Rail Road Station, Santa's Large Train, Santa Claus Land Santa Claus, Indiana IN Original Antique Postcard", "asin": "B00P9L19BO", "price": "$6.99", "delivery": "$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Southern Pacific Rail Road Depot Palo Alto, California CA Original Vintage Postcard", "asin": "B07FXXX333", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard", "asin": "B014QW2GWC", "price": "$11.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Umgeni River, Rail & Road Bridges Natal, South Africa Original Antique Postcard", "asin": "B08Y9199CQ", "price": "$12.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Electric Rail Road Station - Lima - Chorrillos - Lima Lima, Peru Original Antique Postcard", "asin": "B09XXHD4SK", "price": "$12.99", "delivery": "$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29"},
{"title": "Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard", "asin": "B085HDVGH2", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard", "asin": "B085J39ZPT", "price": "$12.99", "delivery": "$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29"},
{"title": "Zhanmai 200 Pcs Bulk Plan of Salvation Cards Gospel Tracts Pocket Holy Postcards Prayer Cards Christian Inspirational Bible Verses Wallet Planner Bookmark for Men Women Teens Ministering Tool", "asin": "B0CFY3L754", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "L. Frank Baum\u2019s Oz Playing Cards - 54-Card Poker Deck with Original Artwork from The 1900 Book (Beige)", "asin": "B07HGDCHN7", "price": "$19.00", "delivery": "FREE delivery Mon, Apr 28Or fastest delivery Apr 23 - 25"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:24:09.850Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"index": 974,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"rail roads small cards\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"TSB Jumbo Index Bridge Cards Pack of 12 Decks - 6 Colors Jumbo Print Bridge Playing Cards - with Single Box for Easy Storage(12 Decks in 6 Colors).\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\",\n \"asin\": \"B09J4MLB96\"\n},\n {\n \"title\": \"Go to detail page for \\\"TSB Anti-Slip Bridge Cards Table Mat 34 by 34 inch - Thick Cushioned and Stitched Edge Bridge Table Mat Tablecloth Suits Bridge, Canasta, Poker and Other Cards Games - Solid Color Green.\\\" Eligible for Prime.\",\n \"asin\": \"B0D4ZDHMG2\"\n},\n {\n \"title\": \"Go to detail page for \\\"TSB Standard Print Bridge Cards Pack of 12 Decks - 6 Colors Bridge Playing Cards - Easy Storage (2 Red 2 Blue 2 Purple 2 Grey 2 Green 2 Yellow Regular).\\\" Rated 4.4 out of 5 stars by 159 reviews. Eligible for Prime.\",\n \"asin\": \"B0BNZ88VDV\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Ravensburger Rivers, Roads and Rails - Innovative Matching Game for Kids | Encourages Strategic Thinking | Award-Winning Design\", \"asin\": \"B004KZCF0O\", \"price\": \"$20.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Road Tape for Toy Car & Trains,3 Tape Rolls, Bonus 160 Traffic Sign Die Cut Stickers, 4 Road Tight Curves and 4 Trains Tight Curves, Develop Your Kids Imagination and Memory, Play and Learn\", \"asin\": \"B083KDRQ9J\", \"price\": \"$12.99\", \"delivery\": \"$6.43 delivery May 1 - 14 Only 11 left in stock - order soon.\"},\n {\"title\": \"Mini Rails: Road to Eltonburg \\u2014 by Moaideas Game Design | Family Cube Rail Experience | Double-Sided Modular Hex Board | 72 Train + 10 Animal Meeples | Solo Bot Cards | 1-5 Players | 20-40 Minutes\", \"asin\": \"B0F29YCTKC\", \"price\": \"$35.00\", \"delivery\": \"FREE delivery This item will be released on May 30, 2025.\"},\n {\"title\": \"3dRose Greeting Card - railroad crossing rail road sign black and white - Susans Zoo Crew Scenery\", \"asin\": \"B0DBT13ZJV\", \"price\": \"$1.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n {\"title\": \"3dRose Greeting Cards - crazy road sign of the sand-rail wheelie zone, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail wheelies\", \"asin\": \"B0DKVHSCYG\", \"price\": \"$11.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n {\"title\": \"3dRose Greeting Cards - sand-rail air zone road sign, dude - 12 Pack - SCREAMNJIMMY stickman sand-rail jumping\", \"asin\": \"B0DKVMPKQX\", \"price\": \"$11.99\", \"delivery\": \"$5.97 delivery Wed, Apr 30 Or fastest delivery Thu, Apr 24\"},\n {\"title\": \"Heritage Playing Cards - History of Transport by Rail\", \"asin\": \"B002BG5E98\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25 Only 2 left in stock - order soon.\"},\n {\"title\": \"Piatnik 00 1650 Classic Cars Playing Cards\", \"asin\": \"B01AG29C4G\", \"price\": \"$18.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 1 left in stock - order soon.\"},\n {\"title\": \"Williams by Bachmann E-Z Street 16\\\" Diameter Curved Track 4 Per Card - O Scale\", \"asin\": \"B004WUHMXW\", \"price\": \"$27.35\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 8 left in stock - order soon.\"},\n {\"title\": \"E-Z Street 2.5\\\" Curve To Curve Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNAY\", \"price\": \"$29.27\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 2 left in stock - order soon.\"},\n {\"title\": \"Williams by Bachmann E-Z Street 2.5\\\" Straight To Curve Track 4 Per Card - O Scale\", \"asin\": \"B004WUHN68\", \"price\": \"$24.13\", \"delivery\": \"FREE delivery May 1 - 2 Or fastest delivery Apr 24 - 29 Only 4 left in stock - order soon.\"},\n {\"title\": \"E-Z Street 21\\\" Diameter Curved Track 4 Per Card - O Scale\", \"asin\": \"B004WUHMZU\", \"price\": \"$21.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 17 left in stock - order soon.\"},\n {\"title\": \"Williams by Bachmann E-Z Street 10\\\" Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNNG\", \"price\": \"$31.79\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 5 left in stock - order soon.\"},\n {\"title\": \"E-Z Street 2.5\\\" Straight To Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHN0O\", \"price\": \"$22.79\", \"delivery\": \"FREE delivery May 5 - 6\"},\n {\"title\": \"E-Z Street 5\\\" Straight Track 4 Per Card - O Scale\", \"asin\": \"B004WUHNHW\", \"price\": \"$30.89\", \"delivery\": \"FREE delivery May 5 - 6\"},\n {\"title\": \"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\", \"asin\": \"B00P3LG6IQ\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3LF47K\", \"price\": \"$3.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3LJU16\", \"price\": \"$3.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P3L5T16\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Pennsylvania Rail Road Station, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\", \"asin\": \"B00P6SIQXO\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch Over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00P4USGB6\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Station Newport, New Hampshire NH Original Antique Postcard\", \"asin\": \"B00PCNJDK8\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg rail road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P6RMO74\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road - Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P6RMT06\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Along the Erie Rail Road Railroad Scenic Original Antique Postcard 1916\", \"asin\": \"B085HDF5KV\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P890S1O\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Western Pacific Rail Road Company Trains Railroad Original Vintage Postcard\", \"asin\": \"B082GJVNQX\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road, Route 741 Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B00P3LNG0M\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Pennsylvania Rail Road, Western Flier at Station Trenton, New Jersey NJ Original Antique Postcard\", \"asin\": \"B00P6SJ9AI\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Levee with Elevated Rail Road St. Louis, Missouri MO Original Antique Postcard\", \"asin\": \"B00P9LJTEI\", \"price\": \"$8.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Narragansett Pier Rail Road Company Peace Dale, Rhode Island RI Original Vintage Postcard\", \"asin\": \"B00P5EY9QW\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Ravensburger Rivers, Roads & Rails - Children's Game\", \"asin\": \"B00001OX05\", \"delivery\": \"\"},\n {\"title\": \"Rail Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00PB8YYM6\", \"price\": \"$8.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Pennsylvania Rail Road Station Pittsburgh PA Original Antique Postcard\", \"asin\": \"B0BKYV3SVZ\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Frisco Line rail road box car Trains Railroad Original Antique Postcard\", \"asin\": \"B08NZDYCYG\", \"price\": \"$24.99\", \"delivery\": \"$7 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"New York Central Rail Road Station Oswego NY Original Antique Postcard 1910\", \"asin\": \"B00Q478UB4\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Hospital Sacramento, California CA Original Antique Postcard\", \"asin\": \"B085J32LTH\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"High Bridge - Southern Pacific Rail Road Railroad Scenic Original Antique Postcard\", \"asin\": \"B01LY8208X\", \"price\": \"$16.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail-Road Arch over Main Street Springfield, Massachusetts MA Original Antique Postcard\", \"asin\": \"B00PCNPNNE\", \"price\": \"$11.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Station Orange, Massachusetts MA Original Antique Postcard 1915\", \"asin\": \"B0778JM49V\", \"price\": \"$17.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"New Rail Road Station Bridgeport, Connecticut CT Original Antique Postcard\", \"asin\": \"B0BKYWHJ3Q\", \"price\": \"$14.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Rail Road Station, Santa's Large Train, Santa Claus Land Santa Claus, Indiana IN Original Antique Postcard\", \"asin\": \"B00P9L19BO\", \"price\": \"$6.99\", \"delivery\": \"$2.95 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Southern Pacific Rail Road Depot Palo Alto, California CA Original Vintage Postcard\", \"asin\": \"B07FXXX333\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"The Strasburg Rail Road Strasburg, Pennsylvania PA Original Vintage Postcard\", \"asin\": \"B014QW2GWC\", \"price\": \"$11.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Umgeni River, Rail & Road Bridges Natal, South Africa Original Antique Postcard\", \"asin\": \"B08Y9199CQ\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Electric Rail Road Station - Lima - Chorrillos - Lima Lima, Peru Original Antique Postcard\", \"asin\": \"B09XXHD4SK\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 30 - May 1 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\", \"asin\": \"B085HDVGH2\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Southern Pacific Rail Road Station Santa Cruz, California CA Original Antique Postcard\", \"asin\": \"B085J39ZPT\", \"price\": \"$12.99\", \"delivery\": \"$4.50 delivery Apr 25 - 30 Or fastest delivery Apr 24 - 29\"},\n {\"title\": \"Zhanmai 200 Pcs Bulk Plan of Salvation Cards Gospel Tracts Pocket Holy Postcards Prayer Cards Christian Inspirational Bible Verses Wallet Planner Bookmark for Men Women Teens Ministering Tool\", \"asin\": \"B0CFY3L754\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"L. Frank Baum\\u2019s Oz Playing Cards - 54-Card Poker Deck with Original Artwork from The 1900 Book (Beige)\", \"asin\": \"B07HGDCHN7\", \"price\": \"$19.00\", \"delivery\": \"FREE delivery Mon, Apr 28Or fastest delivery Apr 23 - 25\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:24:09.850Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"American Crew Men's Hair Fiber, Like Hair Gel with High Hold & Low Shine, 3 oz\", \"asin\": \"B0BQCTF5BW\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\", \"quantity\": \"\"},\n {\"title\": \"Veet Hair Removal Cream For Men, 5 Min Sensitive Skin, Hair Removal Gel For Body, Chest & Back, Dermatologically Tested, 13.5 FL OZ w/ Spatula\", \"asin\": \"B09321LDK8\", \"price\": \"$10.11\", \"quantity\": \"\"},\n {\"title\": \"Hanz de Fuko Claymation \\u2013 Premium Men\\u2019s Hair Styling Clay \\u2013 Super High Hold, Matte Finish \\u2013 2 oz\", \"asin\": \"7178679743\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Gillette SkinGuard Men's Razor Blades, 8 Blade Refills\", \"asin\": \"B07K6N3LCM\", \"price\": \"$27.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"PlayMonster Five Crowns \\u2014 The Game Isn't Over Until the Kings Go Wild! \\u2014 5 Suited Rummy-Style Card Game \\u2014 For Ages 8+\", \"asin\": \"B00000IV35\", \"price\": \"$8.79\", \"quantity\": \"\"},\n {\"title\": \"Duracell Coppertop C Batteries, 4 Count Pack, C Battery with Long-lasting Power, All-Purpose Alkaline C Battery for Household and Office Devices\", \"asin\": \"B00000JHQC\", \"price\": \"$8.97\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:24:21.531Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:24:21.531Z
|
purchase
|
B09Q69K331, B01FFOY006
|
rule
|
2025-04-21T19:24:21.531Z
|
train
| 975 |
2025-04-21T19:24:21.531Z
|
purchase
|
B09Q69K331, B01FFOY006
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.", "asin": "B074K5BDJL", "price": "$19.99", "quantity": ""},
{"title": "Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80", "asin": "B0CLWZ7MB2", "price": "$29.96", "quantity": ""},
{"title": "American Crew Men's Hair Fiber, Like Hair Gel with High Hold & Low Shine, 3 oz", "asin": "B0BQCTF5BW", "price": "$15.99", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)", "asin": "B0743KVCJC", "price": "$32.95", "quantity": ""},
{"title": "Veet Hair Removal Cream For Men, 5 Min Sensitive Skin, Hair Removal Gel For Body, Chest & Back, Dermatologically Tested, 13.5 FL OZ w/ Spatula", "asin": "B09321LDK8", "price": "$10.11", "quantity": ""},
{"title": "Hanz de Fuko Claymation \u2013 Premium Men\u2019s Hair Styling Clay \u2013 Super High Hold, Matte Finish \u2013 2 oz", "asin": "7178679743", "price": "$24.95", "quantity": ""},
{"title": "Gillette SkinGuard Men's Razor Blades, 8 Blade Refills", "asin": "B07K6N3LCM", "price": "$27.97", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90", "asin": "B0BZQTSBWZ", "price": "$37.96", "quantity": ""},
{"title": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "B0BZDPFH45", "price": "$49.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""},
{"title": "PlayMonster Five Crowns \u2014 The Game Isn't Over Until the Kings Go Wild! \u2014 5 Suited Rummy-Style Card Game \u2014 For Ages 8+", "asin": "B00000IV35", "price": "$8.79", "quantity": ""},
{"title": "Duracell Coppertop C Batteries, 4 Count Pack, C Battery with Long-lasting Power, All-Purpose Alkaline C Battery for Household and Office Devices", "asin": "B00000JHQC", "price": "$8.97", "quantity": ""}
],
"active_items": [
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1-2 Decks"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}
],
"saved_items": [
{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:24:21.531Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B09Q69K331, B01FFOY006</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B09Q69K331, B01FFOY006</answer_argument>",
"index": 975,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"Pete & Pedro SALT - Natural Sea Salt Spray for Hair Men & Women, Adds Instant Volume, Texture, Thickness, & Light Hold | Texturizing & Thickening | As Seen on Shark Tank, 8.5 oz.\", \"asin\": \"B074K5BDJL\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Skin Protect Replacement Blade, for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim and Shave with Extra Skin Protection, 2 Count, QP229/80\", \"asin\": \"B0CLWZ7MB2\", \"price\": \"$29.96\", \"quantity\": \"\"},\n {\"title\": \"American Crew Men's Hair Fiber, Like Hair Gel with High Hold & Low Shine, 3 oz\", \"asin\": \"B0BQCTF5BW\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit (Pack of Three)\", \"asin\": \"B0743KVCJC\", \"price\": \"$32.95\", \"quantity\": \"\"},\n {\"title\": \"Veet Hair Removal Cream For Men, 5 Min Sensitive Skin, Hair Removal Gel For Body, Chest & Back, Dermatologically Tested, 13.5 FL OZ w/ Spatula\", \"asin\": \"B09321LDK8\", \"price\": \"$10.11\", \"quantity\": \"\"},\n {\"title\": \"Hanz de Fuko Claymation \\u2013 Premium Men\\u2019s Hair Styling Clay \\u2013 Super High Hold, Matte Finish \\u2013 2 oz\", \"asin\": \"7178679743\", \"price\": \"$24.95\", \"quantity\": \"\"},\n {\"title\": \"Gillette SkinGuard Men's Razor Blades, 8 Blade Refills\", \"asin\": \"B07K6N3LCM\", \"price\": \"$27.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"B0BZDPFH45\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"PlayMonster Five Crowns \\u2014 The Game Isn't Over Until the Kings Go Wild! \\u2014 5 Suited Rummy-Style Card Game \\u2014 For Ages 8+\", \"asin\": \"B00000IV35\", \"price\": \"$8.79\", \"quantity\": \"\"},\n {\"title\": \"Duracell Coppertop C Batteries, 4 Count Pack, C Battery with Long-lasting Power, All-Purpose Alkaline C Battery for Household and Office Devices\", \"asin\": \"B00000JHQC\", \"price\": \"$8.97\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:24:21.531Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:26:53.417Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:26:53.417Z
|
click
|
suggested_term
|
rule
|
2025-04-21T19:26:53.417Z
|
train
| 976 |
2025-04-21T19:26:53.417Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:26:53.417Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 976,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:26:53.417Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"cabin air filter subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car \", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX \", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories \", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack 72880-FL000 HEPA Cabin Air Filter Fits for Subaru Forester 2.5L 2024 2023 2022 2021 2020 2019 Cabin Filter Replacement \", \"asin\": \"B0BZZ2355B\", \"price\": \"$25.88\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon \", \"asin\": \"B0C9WC6B22\", \"price\": \"$14.29\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n {\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack\", \"asin\": \"B0CXSMD1C4\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"BDFHYK CA12295 Engine Air Filter Compatible with Subaru Ascent Crosstrek Forester Impreza Legacy Outback WRX H4, 2.0L 2.4L 2.5L H4, Replace 16546-AA16A AF5293 A3109C\", \"asin\": \"B0D31LBHQB\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)\", \"asin\": \"B0C9DYZZR1\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7\"},\n {\"title\": \"3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000\", \"asin\": \"B0DRYFH51Y\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon.\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930\", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester\", \"asin\": \"B0DNT4LW8V\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, May 5 on $35 of items shipped by Amazon\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:06.445Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:29:06.445Z
|
click_product
|
B0CCBVY3BV
|
rule
|
2025-04-21T19:29:06.445Z
|
train
| 977 |
2025-04-21T19:29:06.445Z
|
click_product
|
B0CCBVY3BV
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "cabin air filter subaru forester 2020"
}
],
"cart_items": [
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"promotion_items": [
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car ", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX ", "asin": "B08B38PH2D", "price": "$19.86", "quantity": ""},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories ", "asin": "B0BYH7LJ41", "price": "$18.99", "quantity": ""},
{"title": "4-Pack 72880-FL000 HEPA Cabin Air Filter Fits for Subaru Forester 2.5L 2024 2023 2022 2021 2020 2019 Cabin Filter Replacement ", "asin": "B0BZZ2355B", "price": "$25.88", "quantity": ""},
{"title": "Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon ", "asin": "B0C9WC6B22", "price": "$14.29", "quantity": ""}
],
"search_results": [
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories", "asin": "B0BB2CX4C1", "price": "$15.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B07YMM9MYL", "price": "$15.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon."},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Thu, Apr 24"},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.", "asin": "B0CYG8YNHF", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023", "asin": "B0CQPH2G2M", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack", "asin": "B0CXSMD1C4", "price": "$13.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter", "asin": "B0D7ZYQKN2", "price": "$20.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24"},
{"title": "Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM", "asin": "B0979MD868", "price": "$27.99", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "BDFHYK CA12295 Engine Air Filter Compatible with Subaru Ascent Crosstrek Forester Impreza Legacy Outback WRX H4, 2.0L 2.4L 2.5L H4, Replace 16546-AA16A AF5293 A3109C", "asin": "B0D31LBHQB", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)", "asin": "B0C9DYZZR1", "price": "$19.99", "delivery": "FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7"},
{"title": "3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000", "asin": "B0DRYFH51Y", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon."},
{"title": "Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157", "asin": "B0CC92DG41", "price": "$14.85", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930", "asin": "B08PKF73L8", "price": "$13.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester", "asin": "B0DNT4LW8V", "price": "$11.99", "delivery": "FREE delivery Mon, May 5 on $35 of items shipped by Amazon"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:29:06.445Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0CCBVY3BV</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0CCBVY3BV</answer_argument>",
"index": 977,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"cabin air filter subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car \", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX \", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories \", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack 72880-FL000 HEPA Cabin Air Filter Fits for Subaru Forester 2.5L 2024 2023 2022 2021 2020 2019 Cabin Filter Replacement \", \"asin\": \"B0BZZ2355B\", \"price\": \"$25.88\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon \", \"asin\": \"B0C9WC6B22\", \"price\": \"$14.29\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n {\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack\", \"asin\": \"B0CXSMD1C4\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"BDFHYK CA12295 Engine Air Filter Compatible with Subaru Ascent Crosstrek Forester Impreza Legacy Outback WRX H4, 2.0L 2.4L 2.5L H4, Replace 16546-AA16A AF5293 A3109C\", \"asin\": \"B0D31LBHQB\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)\", \"asin\": \"B0C9DYZZR1\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7\"},\n {\"title\": \"3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000\", \"asin\": \"B0DRYFH51Y\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon.\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930\", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester\", \"asin\": \"B0DNT4LW8V\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, May 5 on $35 of items shipped by Amazon\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:06.445Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"cabin air filter subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$14.61\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...\", \"asin\": \"B0CM68R9FP\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:16.930Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:29:16.930Z
|
purchase
|
B0CCBVY3BV
|
rule
|
2025-04-21T19:29:16.930Z
|
train
| 978 |
2025-04-21T19:29:16.930Z
|
purchase
|
B0CCBVY3BV
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "cabin air filter subaru forester 2020"
}
],
"cart_items": [
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0CCBVY3BV"
},
{
"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"
},
{
"price": "$14.61"
},
{
"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Style": "BE-277 1-Pack"
}
],
"promotion_items": [
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157", "asin": "B0CC92DG41", "price": "$14.85", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "quantity": ""},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "/promo/A2HWSQIGSCFENE", "price": "$24.99", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...", "asin": "B0CM68R9FP", "price": "$19.88", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157", "asin": "B0CC92DG41", "price": "$14.85", "quantity": ""}
],
"comparison_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:29:16.930Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0CCBVY3BV</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0CCBVY3BV</answer_argument>",
"index": 978,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"cabin air filter subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$14.61\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...\", \"asin\": \"B0CM68R9FP\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:16.930Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"5 PLUS\\u00ae Silicone Windshield Wiper Blades Replacement for 2024 2023 2022 2021 2020 2019 SUBARU Forester Wiper Blades(Set of 3),Automotive Replacement Windshield Wiper Blades-26\\\"/17\\\"/14\\\"\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"OEM QUALITY 21\\\" + 19\\\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)\", \"asin\": \"\", \"price\": \"$16.88\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"plusvivo Set of 4 Curved Playing Cards Holders for Seniors Adults - Soild Wood Cards Holders for Playing Cards 13 x 1.9 x 2.4 Inch for Bridge Canasta Strategy Foot and Hand\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Yuanhe 9 Deck Rotating-Revolving Playing Card Tray, Card Holder\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"OEM QUALITY 21\\\" + 19\\\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)\", \"asin\": \"\", \"price\": \"$16.88\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"\", \"price\": \"$23.35\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"\", \"price\": \"$34.95\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"SH50 Replacement Heads Compatible with Phillips Norelco 5000 Replacement Electric Shaving Head Razor Blades\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"SH50 Replacement Heads Compatible with Philips Norelco 5000 Series Shaver S5660/84, S5590/81, S5290/88, S5210/81, HQ8 Blades, 6-pc Pack\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Foil and Cutter for BaBylissPRO Barberology Electric Shaver, Double Foil Shaver Replacement Head Compatible with BaBylissPRO Barberology FXFS2 Razors,Golden\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx \\u3001 QP65xx\\u3001QP66xx\", \"asin\": \"\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \\u2013 QP420.50\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:21.185Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:29:21.185Z
|
click
|
cart_side_bar
|
rule
|
2025-04-21T19:29:21.185Z
|
train
| 979 |
2025-04-21T19:29:21.185Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"promotion_items": [
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
{"title": "Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000", "asin": "", "price": "$16.98", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "", "price": "$19.86", "quantity": ""},
{"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
{"title": "5 PLUS\u00ae Silicone Windshield Wiper Blades Replacement for 2024 2023 2022 2021 2020 2019 SUBARU Forester Wiper Blades(Set of 3),Automotive Replacement Windshield Wiper Blades-26\"/17\"/14\"", "asin": "", "price": "$23.99", "quantity": ""},
{"title": "OEM QUALITY 21\" + 19\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)", "asin": "", "price": "$16.88", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "$13.34", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000", "asin": "", "price": "$16.98", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "", "price": "$5.44", "quantity": ""},
{"title": "plusvivo Set of 4 Curved Playing Cards Holders for Seniors Adults - Soild Wood Cards Holders for Playing Cards 13 x 1.9 x 2.4 Inch for Bridge Canasta Strategy Foot and Hand", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\"+17\"+14\" (Set of 3)", "asin": "", "price": "$22.61", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "Yuanhe 9 Deck Rotating-Revolving Playing Card Tray, Card Holder", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000", "asin": "", "price": "$16.98", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "$13.34", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "", "price": "$19.86", "quantity": ""},
{"title": "3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\"+17\"+14\" (Set of 3)", "asin": "", "price": "$22.61", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "OEM QUALITY 21\" + 19\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)", "asin": "", "price": "$16.88", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630", "asin": "", "price": "$31.99", "quantity": ""},
{"title": "Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)", "asin": "", "price": "$23.35", "quantity": ""},
{"title": "Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80", "asin": "", "price": "$34.96", "quantity": ""},
{"title": "Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80", "asin": "", "price": "$34.95", "quantity": ""},
{"title": "Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520", "asin": "", "price": "$44.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70", "asin": "", "price": "$49.96", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "SH50 Replacement Heads Compatible with Phillips Norelco 5000 Replacement Electric Shaving Head Razor Blades", "asin": "", "price": "$23.99", "quantity": ""},
{"title": "SH50 Replacement Heads Compatible with Philips Norelco 5000 Series Shaver S5660/84, S5590/81, S5290/88, S5210/81, HQ8 Blades, 6-pc Pack", "asin": "", "price": "$23.99", "quantity": ""},
{"title": "Replacement Foil and Cutter for BaBylissPRO Barberology Electric Shaver, Double Foil Shaver Replacement Head Compatible with BaBylissPRO Barberology FXFS2 Razors,Golden", "asin": "", "price": "$18.99", "quantity": ""},
{"title": "Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)", "asin": "", "price": "$32.99", "quantity": ""},
{"title": "4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\u3001QP25xx\u3001QP26xx\u3001QP27xx\u3001QP28xx \u3001 QP65xx\u3001QP66xx", "asin": "", "price": "$26.99", "quantity": ""},
{"title": "One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \u2013 QP420.50", "asin": "", "price": "$29.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:29:21.185Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"index": 979,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"5 PLUS\\u00ae Silicone Windshield Wiper Blades Replacement for 2024 2023 2022 2021 2020 2019 SUBARU Forester Wiper Blades(Set of 3),Automotive Replacement Windshield Wiper Blades-26\\\"/17\\\"/14\\\"\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"OEM QUALITY 21\\\" + 19\\\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)\", \"asin\": \"\", \"price\": \"$16.88\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"plusvivo Set of 4 Curved Playing Cards Holders for Seniors Adults - Soild Wood Cards Holders for Playing Cards 13 x 1.9 x 2.4 Inch for Bridge Canasta Strategy Foot and Hand\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Yuanhe 9 Deck Rotating-Revolving Playing Card Tray, Card Holder\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Capume Engine Air Filter Fits for Sorento 2021-2024, K5 2021-2024, Sonata 2020-2024, Santa Fe 2021-2024, Santa Cruz Tucson Carnival 2022-2024, Sportage 2023-2024, 28113-L1000, 28113N9000\", \"asin\": \"\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"OEM QUALITY 21\\\" + 19\\\" PARRATI Premium All-Season Windshield Wiper Blades (Set of 2)\", \"asin\": \"\", \"price\": \"$16.88\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Replacement Blades for Face/Body Kit Original Replacement Blades Compatible with all OneBlade Electric Razors QP2630\", \"asin\": \"\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade 2 Stainless Steel Replacement Blades for Face, Compatible with All OneBlade Beard Trimmers, Body Groomers, Electric Razors (Model QP220/50)\", \"asin\": \"\", \"price\": \"$23.35\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Anti Friction Blade, Genuine Replacement Blade for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 2 Pack, QP225/80\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Blades, Genuine Replacement Blades for OneBlade Electric Shaver and Trimmer, Durable Stainless Steel, Trim, Edge and Shave, 3 Pack, QP430/80\", \"asin\": \"\", \"price\": \"$34.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco Genuine OneBlade Replacement Blades, 3 Count, QP230/80\", \"asin\": \"\", \"price\": \"$34.95\", \"quantity\": \"\"},\n {\"title\": \"Philips OneBlade Hybrid Electric Trimmer and Shaver, QP2520\", \"asin\": \"\", \"price\": \"$44.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face + Body, Electric Beard Trimmer, Shaver and Body Groomer, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, 1x Body Kit, Model QP2834/70\", \"asin\": \"\", \"price\": \"$49.96\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"SH50 Replacement Heads Compatible with Phillips Norelco 5000 Replacement Electric Shaving Head Razor Blades\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"SH50 Replacement Heads Compatible with Philips Norelco 5000 Series Shaver S5660/84, S5590/81, S5290/88, S5210/81, HQ8 Blades, 6-pc Pack\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Foil and Cutter for BaBylissPRO Barberology Electric Shaver, Double Foil Shaver Replacement Head Compatible with BaBylissPRO Barberology FXFS2 Razors,Golden\", \"asin\": \"\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Replacement Blade compatible with Philips Norelco One 1 blades Suitable spare blades QP210/80 QP2630 QP2515 QP6520/30 QP2520 QP2834 QP6510/31 Replacement Heads (4Pack)\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"4-Pack Replacement Blades Suitable Spare Compatible with One Blade Replacement Blade for QP14xx\\u3001QP25xx\\u3001QP26xx\\u3001QP27xx\\u3001QP28xx \\u3001 QP65xx\\u3001QP66xx\", \"asin\": \"\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"One Blade X2 360 Dual-Way Blade Compatible with All Onebalde Philips \\u2013 QP420.50\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:21.185Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Braun Clean & Renew Refill Cartridges CCR, Cleans your Shaver for Optimal Hygiene, Removes Residual Hair & Skin Particles, Lemon Scent, 22.8 fl oz (Pack of 4)\", \"asin\": \"B06VXND7JF\", \"price\": \"$23.44\", \"quantity\": \"\"},\n {\"title\": \"BOSCH 6092C HEPA Cabin Air Filter - Compatible with Select Subaru Ascent, Crosstrek, Impreza, Legacy, Outback, Toyota C-HR, Corolla, Prius, Prius AWD-e, Prius Prime, RAV4, RAV4 Prime, Venza\", \"asin\": \"B0864KW8SD\", \"price\": \"$14.07\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"/promo/A20QLAXUIIH7JK\", \"price\": \"$14.50\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"PlayMonster Five Crowns \\u2014 The Game Isn't Over Until the Kings Go Wild! \\u2014 5 Suited Rummy-Style Card Game \\u2014 For Ages 8+\", \"asin\": \"B00000IV35\", \"price\": \"$8.79\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"BE-277 1-Pack\"}]},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:28.090Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:29:28.090Z
|
click
|
suggested_term
|
rule
|
2025-04-21T19:29:28.090Z
|
train
| 980 |
2025-04-21T19:29:28.090Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064", "asin": "B075TKKCTM", "price": "$49.84", "quantity": ""},
{"title": "Braun Clean & Renew Refill Cartridges CCR, Cleans your Shaver for Optimal Hygiene, Removes Residual Hair & Skin Particles, Lemon Scent, 22.8 fl oz (Pack of 4)", "asin": "B06VXND7JF", "price": "$23.44", "quantity": ""},
{"title": "BOSCH 6092C HEPA Cabin Air Filter - Compatible with Select Subaru Ascent, Crosstrek, Impreza, Legacy, Outback, Toyota C-HR, Corolla, Prius, Prius AWD-e, Prius Prime, RAV4, RAV4 Prime, Venza", "asin": "B0864KW8SD", "price": "$14.07", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "Layrite Natural Matte Cream Oz", "asin": "/promo/A3IIQ1IEWUTX17", "price": "$24.50", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "/promo/A20QLAXUIIH7JK", "price": "$14.50", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "B000BUUTJ6", "price": "$5.44", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "PlayMonster Five Crowns \u2014 The Game Isn't Over Until the Kings Go Wild! \u2014 5 Suited Rummy-Style Card Game \u2014 For Ages 8+", "asin": "B00000IV35", "price": "$8.79", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "B0CLWH333W", "price": "$29.99", "quantity": ""}
],
"active_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "BE-277 1-Pack"}]},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1-2 Decks"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}
],
"saved_items": [
{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:29:28.090Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 980,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Braun Clean & Renew Refill Cartridges CCR, Cleans your Shaver for Optimal Hygiene, Removes Residual Hair & Skin Particles, Lemon Scent, 22.8 fl oz (Pack of 4)\", \"asin\": \"B06VXND7JF\", \"price\": \"$23.44\", \"quantity\": \"\"},\n {\"title\": \"BOSCH 6092C HEPA Cabin Air Filter - Compatible with Select Subaru Ascent, Crosstrek, Impreza, Legacy, Outback, Toyota C-HR, Corolla, Prius, Prius AWD-e, Prius Prime, RAV4, RAV4 Prime, Venza\", \"asin\": \"B0864KW8SD\", \"price\": \"$14.07\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"/promo/A20QLAXUIIH7JK\", \"price\": \"$14.50\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"PlayMonster Five Crowns \\u2014 The Game Isn't Over Until the Kings Go Wild! \\u2014 5 Suited Rummy-Style Card Game \\u2014 For Ages 8+\", \"asin\": \"B00000IV35\", \"price\": \"$8.79\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"B0CLWH333W\", \"price\": \"$29.99\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"BE-277 1-Pack\"}]},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:28.090Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"cabin air filter subaru forester 2020\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon\", \"asin\": \"B0C9WC6B22\", \"price\": \"$14.29\", \"quantity\": \"\"},\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n {\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"PureFlow HEPA Cabin Air Filter PC99497HX | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B004HO7Q8O\", \"price\": \"$23.78\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 3 left in stock - order soon.\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack\", \"asin\": \"B0CXSMD1C4\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)\", \"asin\": \"B0C9DYZZR1\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7\"},\n {\"title\": \"3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000\", \"asin\": \"B0DRYFH51Y\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon.\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930\", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:30.377Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:29:30.377Z
|
input
|
cabin air filter subaru forester 2020
|
rule
|
2025-04-21T19:29:30.377Z
|
train
| 981 |
2025-04-21T19:29:30.377Z
|
input
|
cabin air filter subaru forester 2020
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "cabin air filter subaru forester 2020"
}
],
"promotion_items": [
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86", "quantity": ""},
{"title": "Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon", "asin": "B0C9WC6B22", "price": "$14.29", "quantity": ""},
{"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A", "asin": "B0C4F3BG68", "price": "$23.99", "quantity": ""},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "quantity": ""}
],
"search_results": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories", "asin": "B0BB2CX4C1", "price": "$15.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B07YMM9MYL", "price": "$15.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon."},
{"title": "VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023", "asin": "B0CQPH2G2M", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "PureFlow HEPA Cabin Air Filter PC99497HX | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B004HO7Q8O", "price": "$23.78", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 3 left in stock - order soon."},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.", "asin": "B0CYG8YNHF", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack", "asin": "B0CXSMD1C4", "price": "$13.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24"},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24"},
{"title": "Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM", "asin": "B0979MD868", "price": "$27.99", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter", "asin": "B0D7ZYQKN2", "price": "$20.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)", "asin": "B0C9DYZZR1", "price": "$19.99", "delivery": "FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7"},
{"title": "3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000", "asin": "B0DRYFH51Y", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon."},
{"title": "Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157", "asin": "B0CC92DG41", "price": "$14.85", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930", "asin": "B08PKF73L8", "price": "$13.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:29:30.377Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>input</answer_action><answer_argument>cabin air filter subaru forester 2020</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>cabin air filter subaru forester 2020</answer_argument>",
"index": 981,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"cabin air filter subaru forester 2020\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter For Subaru Forester WRX 2022 2023 2024 with Carbon\", \"asin\": \"B0C9WC6B22\", \"price\": \"$14.29\", \"quantity\": \"\"},\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n {\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"PureFlow HEPA Cabin Air Filter PC99497HX | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B004HO7Q8O\", \"price\": \"$23.78\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 3 left in stock - order soon.\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ARANA CF12775 Cabin Air Filter With Activated Carbon, CP775 Replacement For Subaru Forester 2019-2024, WRX 2023-2024, 1 Pack\", \"asin\": \"B0CXSMD1C4\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Passenger Compartment Activated Carbon AC Filter\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"2 Pack Cabin Air Filter for Subaru Forester 2019 2020 2021 2022 2023 2024, Subaru WRX 2022 2023 2024, Replacement for 72880FL000 (GF880)\", \"asin\": \"B0C9DYZZR1\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 5 - 12 on $35 of items shipped by Amazon Or fastest delivery May 5 - 7\"},\n {\"title\": \"3pcs Set Melt-Blown Nonwoven Cabin Air Filter for Subaru Forester 2.5L (2019-2023), WRX (2022-2023), Replace 72880-FL000\", \"asin\": \"B0DRYFH51Y\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 9 left in stock - order soon.\"},\n {\"title\": \"Puroma Cabin Air Filter, Compatible with Subaru, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Pruis, Venza and Avalon, Lexus, Mazda, Replacement for CP157, CF12157\", \"asin\": \"B0CC92DG41\", \"price\": \"$14.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930\", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:29:30.377Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models. \", \"asin\": \"B0BZDM8HPX\", \"price\": \"$9.59\", \"quantity\": \"\"},\n {\"title\": \"Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007) \", \"asin\": \"B0D78H4QY6\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A \", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel \", \"asin\": \"B0CSS165BK\", \"price\": \"$12.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\",\n \"asin\": \"B07JBXL5NN\"\n}\n ],\n \"search_results\": [\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models.\", \"asin\": \"B0BZDM8HPX\", \"price\": \"$9.59\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel\", \"asin\": \"B0CSS165BK\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"ECOGARD XA11536 Premium Engine Air Filter Fits 2019\\u20132026 Subaru Forester, 2018\\u20132026 Crosstrek, 2020\\u20132025 Outback, 2019\\u20132025 Ascent, 2017\\u20132025 Impreza, 2021\\u20132026 Crosstrek, 2020\\u20132025 Legacy\", \"asin\": \"B07FK6DZQX\", \"price\": \"$27.59\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"16546AA16A Engine Air Filter for Subaru 2020-2024 Outback Legacy, 2019-2024 Forester, 2018-2024 Impreza Crosstrek WRX, 2019-2023 Ascent\", \"asin\": \"B0DBLSS5PX\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"A-Premium 2-PC Engine Air Filter Compatible with Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel, Replace# 16546-AA16A\", \"asin\": \"B0BLYRFD8Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"EPAuto GP295 (CA12295) Engine Air Filter, Replacement for Subaru Forester, Crosstrek, Ascent, Legacy, Outback, Impreza, WRX (2017\\u20132024) \\u2013 Fits 2.0L, 2.4L, 2.5L Gas & Hybrid Engines\", \"asin\": \"B0DFRZB24C\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Engine Air Filter CA12295 16546-AA16A Air Filter for Subaru 2019-2023 Ascent, 2018-2023 Crosstrek, 2019-2023 Forester, 2017-2023 Impreza, 2020-2023 Legacy, 2020-2023 Outback, 2022-2023 Wrx\", \"asin\": \"B0D2966X4G\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"KAX Engine Air Filter, CA12295 Replacement for Subaru Crosstrek 2018-2023, Forester 2019-2023, Outback 2020-2023, Impreza 2017-2023, Ascent, Legacy, WRX, Advanced Air Filter Media\", \"asin\": \"B0CT7TLSMT\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery May 12 - Jun 3 Or fastest delivery Wed, Apr 23 Only 1 left in stock - order soon.\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064\", \"asin\": \"B0DHHLP1Q2\", \"price\": \"$19.73\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007)\", \"asin\": \"B0D78H4QY6\", \"price\": \"$9.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester\", \"asin\": \"B0DNT4LW8V\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, May 5 on $35 of items shipped by Amazon\"},\n {\"title\": \"Engine Air Filter for ASCENT(2025-2019), CROSSTREK(2025-2018), FORESTER(2025-2019), IMPREZA(2025-2017), LEGACY(2025-2020), OUTBACK(2025-2020), WRX(2025-2022),Replacement for 16546AA16A\", \"asin\": \"B0C84QF2R5\", \"price\": \"$12.86\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:30:11.876Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:30:11.876Z
|
click
|
cart_side_bar
|
rule
|
2025-04-21T19:30:11.876Z
|
train
| 982 |
2025-04-21T19:30:11.876Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "engine air filter subaru forester 2020"
}
],
"cart_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"promotion_items": [
{"title": "CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models. ", "asin": "B0BZDM8HPX", "price": "$9.59", "quantity": ""},
{"title": "Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007) ", "asin": "B0D78H4QY6", "price": "$9.85", "quantity": ""},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A ", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": ""},
{"title": "PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel ", "asin": "B0CSS165BK", "price": "$12.99", "quantity": ""}
],
"ads": [
{
"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX",
"asin": "B07JBXL5NN"
}
],
"search_results": [
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A", "asin": "B0C4F3BG68", "price": "$23.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models.", "asin": "B0BZDM8HPX", "price": "$9.59", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel", "asin": "B0CSS165BK", "price": "$12.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "ECOGARD XA11536 Premium Engine Air Filter Fits 2019\u20132026 Subaru Forester, 2018\u20132026 Crosstrek, 2020\u20132025 Outback, 2019\u20132025 Ascent, 2017\u20132025 Impreza, 2021\u20132026 Crosstrek, 2020\u20132025 Legacy", "asin": "B07FK6DZQX", "price": "$27.59", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "16546AA16A Engine Air Filter for Subaru 2020-2024 Outback Legacy, 2019-2024 Forester, 2018-2024 Impreza Crosstrek WRX, 2019-2023 Ascent", "asin": "B0DBLSS5PX", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "A-Premium 2-PC Engine Air Filter Compatible with Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel, Replace# 16546-AA16A", "asin": "B0BLYRFD8Y", "price": "$21.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "EPAuto GP295 (CA12295) Engine Air Filter, Replacement for Subaru Forester, Crosstrek, Ascent, Legacy, Outback, Impreza, WRX (2017\u20132024) \u2013 Fits 2.0L, 2.4L, 2.5L Gas & Hybrid Engines", "asin": "B0DFRZB24C", "price": "$12.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Engine Air Filter CA12295 16546-AA16A Air Filter for Subaru 2019-2023 Ascent, 2018-2023 Crosstrek, 2019-2023 Forester, 2017-2023 Impreza, 2020-2023 Legacy, 2020-2023 Outback, 2022-2023 Wrx", "asin": "B0D2966X4G", "price": "$14.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "KAX Engine Air Filter, CA12295 Replacement for Subaru Crosstrek 2018-2023, Forester 2019-2023, Outback 2020-2023, Impreza 2017-2023, Ascent, Legacy, WRX, Advanced Air Filter Media", "asin": "B0CT7TLSMT", "price": "$12.99", "delivery": "FREE delivery May 12 - Jun 3 Or fastest delivery Wed, Apr 23 Only 1 left in stock - order soon."},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064", "asin": "B0DHHLP1Q2", "price": "$19.73", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007)", "asin": "B0D78H4QY6", "price": "$9.85", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester", "asin": "B0DNT4LW8V", "price": "$11.99", "delivery": "FREE delivery Mon, May 5 on $35 of items shipped by Amazon"},
{"title": "Engine Air Filter for ASCENT(2025-2019), CROSSTREK(2025-2018), FORESTER(2025-2019), IMPREZA(2025-2017), LEGACY(2025-2020), OUTBACK(2025-2020), WRX(2025-2022),Replacement for 16546AA16A", "asin": "B0C84QF2R5", "price": "$12.86", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:30:11.876Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"index": 982,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models. \", \"asin\": \"B0BZDM8HPX\", \"price\": \"$9.59\", \"quantity\": \"\"},\n {\"title\": \"Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007) \", \"asin\": \"B0D78H4QY6\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A \", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel \", \"asin\": \"B0CSS165BK\", \"price\": \"$12.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\",\n \"asin\": \"B07JBXL5NN\"\n}\n ],\n \"search_results\": [\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"CA4309 Replacement Engine Air Filter, Efficient Filtration Offers 99% Air Purification, Fit for Nissan, Subaru, Infiniti, Isuzu Selected Models.\", \"asin\": \"B0BZDM8HPX\", \"price\": \"$9.59\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"PHILTOP Engine Air Filter CA12295 Replacement for Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel\", \"asin\": \"B0CSS165BK\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"ECOGARD XA11536 Premium Engine Air Filter Fits 2019\\u20132026 Subaru Forester, 2018\\u20132026 Crosstrek, 2020\\u20132025 Outback, 2019\\u20132025 Ascent, 2017\\u20132025 Impreza, 2021\\u20132026 Crosstrek, 2020\\u20132025 Legacy\", \"asin\": \"B07FK6DZQX\", \"price\": \"$27.59\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"16546AA16A Engine Air Filter for Subaru 2020-2024 Outback Legacy, 2019-2024 Forester, 2018-2024 Impreza Crosstrek WRX, 2019-2023 Ascent\", \"asin\": \"B0DBLSS5PX\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"A-Premium 2-PC Engine Air Filter Compatible with Subaru Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, 2017-2022, Flexible Panel, Replace# 16546-AA16A\", \"asin\": \"B0BLYRFD8Y\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"EPAuto GP295 (CA12295) Engine Air Filter, Replacement for Subaru Forester, Crosstrek, Ascent, Legacy, Outback, Impreza, WRX (2017\\u20132024) \\u2013 Fits 2.0L, 2.4L, 2.5L Gas & Hybrid Engines\", \"asin\": \"B0DFRZB24C\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Engine Air Filter CA12295 16546-AA16A Air Filter for Subaru 2019-2023 Ascent, 2018-2023 Crosstrek, 2019-2023 Forester, 2017-2023 Impreza, 2020-2023 Legacy, 2020-2023 Outback, 2022-2023 Wrx\", \"asin\": \"B0D2966X4G\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"KAX Engine Air Filter, CA12295 Replacement for Subaru Crosstrek 2018-2023, Forester 2019-2023, Outback 2020-2023, Impreza 2017-2023, Ascent, Legacy, WRX, Advanced Air Filter Media\", \"asin\": \"B0CT7TLSMT\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery May 12 - Jun 3 Or fastest delivery Wed, Apr 23 Only 1 left in stock - order soon.\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064\", \"asin\": \"B0DHHLP1Q2\", \"price\": \"$19.73\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Puroma Engine Air Filter Replacement for CA9997, GP997, Legacy (2005-2019), Outback (2005-2019), Impreza (2008-2016), Forester (2009-2018), Tribeca (2008-2014), WRX (2015-2018), B9 Tribeca (2006-2007)\", \"asin\": \"B0D78H4QY6\", \"price\": \"$9.85\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"BDFHYK A24278 Engine Air Filter Compatible with Infiniti, Nissan, Saab & Subaru - 350Z, Altima, Frontier, Maxima, Murano, Pathfinder, Quest, Sentra, Xterra, FX35, G20, JX35, M30, Forester\", \"asin\": \"B0DNT4LW8V\", \"price\": \"$11.99\", \"delivery\": \"FREE delivery Mon, May 5 on $35 of items shipped by Amazon\"},\n {\"title\": \"Engine Air Filter for ASCENT(2025-2019), CROSSTREK(2025-2018), FORESTER(2025-2019), IMPREZA(2025-2017), LEGACY(2025-2020), OUTBACK(2025-2020), WRX(2025-2022),Replacement for 16546AA16A\", \"asin\": \"B0C84QF2R5\", \"price\": \"$12.86\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:30:11.876Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:30:15.477Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:30:15.477Z
|
click
|
product_option
|
rule
|
2025-04-21T19:30:15.477Z
|
train
| 983 |
2025-04-21T19:30:15.477Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0CCBVY3BV"
},
{
"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"
},
{
"price": "$13.15"
},
{
"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"
}
],
"product_quantity": [
{
"quantity": "1 "
},
{
"quantity": "1"
}
],
"product_options": [
{
"Style": "BE-277 1-Pack"
}
],
"promotion_items": [
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}
],
"comparison_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:30:15.477Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 983,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:30:15.477Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:30:17.443Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:30:17.443Z
|
click
|
product_option
|
rule
|
2025-04-21T19:30:17.443Z
|
train
| 984 |
2025-04-21T19:30:17.443Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0CCBVY3BV"
},
{
"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"
},
{
"price": "$13.15"
},
{
"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"
}
],
"product_quantity": [
{
"quantity": "1 "
},
{
"quantity": "1"
}
],
"product_options": [
{
"Style": "BE-277 1-Pack"
}
],
"promotion_items": [
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \u2013 Fits Select Models (2014-2022)", "asin": "B07H45FF82", "price": "$11.87", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar", "asin": "B07VHMX2NT", "price": "$9.85", "quantity": ""},
{"title": "2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...", "asin": "B0D8NFNCMG", "price": "$19.99", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}
],
"comparison_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:30:17.443Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 984,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:30:17.443Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:00.611Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:31:00.611Z
|
click
|
other
|
rule
|
2025-04-21T19:31:00.611Z
|
train
| 985 |
2025-04-21T19:31:00.611Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0CCBVY3BV"
},
{
"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"
},
{
"price": "$13.15"
},
{
"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"
}
],
"product_quantity": [
{
"quantity": "1 "
},
{
"quantity": "1"
}
],
"product_options": [
{
"Style": "BE-277 1-Pack"
}
],
"promotion_items": [
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \u2013 Fits Select Models (2014-2022)", "asin": "B07H45FF82", "price": "$11.87", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar", "asin": "B07VHMX2NT", "price": "$9.85", "quantity": ""},
{"title": "2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...", "asin": "B0D8NFNCMG", "price": "$19.99", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}
],
"comparison_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:31:00.611Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"index": 985,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:00.611Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:06.787Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:31:06.787Z
|
input
|
engin
|
rule
|
2025-04-21T19:31:06.787Z
|
train
| 986 |
2025-04-21T19:31:06.787Z
|
input
|
engin
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0CCBVY3BV"
},
{
"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"
},
{
"price": "$13.15"
},
{
"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"
}
],
"product_quantity": [
{
"quantity": "1 "
},
{
"quantity": "1"
}
],
"product_options": [
{
"Style": "BE-277 1-Pack"
}
],
"promotion_items": [
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \u2013 Fits Select Models (2014-2022)", "asin": "B07H45FF82", "price": "$11.87", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar", "asin": "B07VHMX2NT", "price": "$9.85", "quantity": ""},
{"title": "2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...", "asin": "B0D8NFNCMG", "price": "$19.99", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}
],
"comparison_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:31:06.787Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>input</answer_action><answer_argument>engin</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>engin</answer_argument>",
"index": 986,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:06.787Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engin\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$14.61\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:06.870Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:31:06.870Z
|
click
|
suggested_term
|
rule
|
2025-04-21T19:31:06.870Z
|
train
| 987 |
2025-04-21T19:31:06.870Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "engin"
}
],
"cart_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0CCBVY3BV"
},
{
"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)"
},
{
"price": "$14.61"
},
{
"price": "$13.15"
},
{
"bullet_list": "Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Style": "BE-277 1-Pack"
}
],
"promotion_items": [
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...", "asin": "B0CHYK8STQ", "price": "$19.89", "quantity": ""},
{"title": "HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...", "asin": "B0BJPJR6Y4", "price": "$19.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...", "asin": "B0B6F6SRQB", "price": "$15.98", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""},
{"title": "FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white", "asin": "B0010E00T6", "price": "$12.56", "quantity": ""},
{"title": "EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024", "asin": "B074BHM7S5", "price": "$11.87", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs", "asin": "B01LZ52ISO", "price": "$18.87", "quantity": ""},
{"title": "EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \u2013 Fits Select Models (2014-2022)", "asin": "B07H45FF82", "price": "$11.87", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar", "asin": "B07VHMX2NT", "price": "$9.85", "quantity": ""},
{"title": "2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...", "asin": "B0D8NFNCMG", "price": "$19.99", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "quantity": ""},
{"title": "CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...", "asin": "B0D77NN1WV", "price": "$17.68", "quantity": ""},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...", "asin": "B0BB2CX4C1", "price": "$15.88", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon", "asin": "B014TYRQUY", "price": "$10.17", "quantity": ""}
],
"comparison_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)", "asin": "B0C6MKGK5R", "price": "$13.61"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97"},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:31:06.870Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 987,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engin\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CCBVY3BV\"\n},\n {\n \"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\"\n},\n {\n \"price\": \"$14.61\"\n},\n {\n \"price\": \"$13.15\"\n},\n {\n \"bullet_list\": \"Up to 25% Longer Life: Precision woven and infused with real coconut shell activated carbon, our Breathe Easy cabin air filters are engineered to last up to 15,000 miles, 25% longer than the standard performance of 12,000 miles 2X Heavier vs. Standard Cabin Filters: We use thick, industrial strength electrostatic media to attract even the tiniest of particles while densely packed activated carbon prevents gases and odors from entering the cabin; use the comparison chart found in the product images to see how much filtration power you\\u2019re giving up by purchasing generic cabin filters with or without activated carbon Enjoy Crisp, Clean Countryside Air: Road debris, exhaust fumes, nasty odors and common irritants must fight through multiple layers of protection before reaching your vehicle\\u2019s cabin: (1) Dust Filter (2) Anti-Inflammatory Filter (3) Adsorption Filter (4) Coconut Shell Activated Carbon Weave Filter Verify Fitment First, Do it Yourself: Make sure to enter your vehicle's year, make and model above using 'Filter results by your vehicle' tool to accurately verify vehicle fitment; the cabin filter is an easy replacement that can save you money at the repair shop; installation manual included w/every order Better Filter than Your Last One: We know it\\u2019s hard to choose from so many different brands carrying the same product; we make it easier for our customers to decide with a simple promise\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Style\": \"BE-277 1-Pack\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX ...\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"HEPA Cabin Air Filter replacement CF10930 Compatible with Subaru Crosstrek 2016-201...\", \"asin\": \"B0BJPJR6Y4\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF10930 Premium Cabin Air Filter With Activated Carbon Compatible with SUBARU CROSS...\", \"asin\": \"B0B6F6SRQB\", \"price\": \"$15.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"},\n {\"title\": \"FRAM Fresh Breeze Cabin Air Filter Replacement for Car Passenger Compartment w/ Arm and Hammer Baking Soda, Easy Install, CF10134 for Honda Vehicles, white\", \"asin\": \"B0010E00T6\", \"price\": \"$12.56\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP140 (CF10140) Cabin Air Filter Compatible with Nissan Altima, Maxima, Murano, Sentra, X-Trail, Infiniti FX35, FX45, G35, Mitsubishi Outlander, Eclipse Cross, Lancer, RVR - Fits 2000-2024\", \"asin\": \"B074BHM7S5\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon, 2 Packs\", \"asin\": \"B01LZ52ISO\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP809 (CF11809) Cabin Air Filter with Activated Carbon, Replacement for Chevy Silverado, GMC Sierra, Yukon, Suburban, Tahoe, Cadillac Escalade \\u2013 Fits Select Models (2014-2022)\", \"asin\": \"B07H45FF82\", \"price\": \"$11.87\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Compatible with CP285, CF10285, Toyota Camry, RAV4, Highlander, Corolla, Sienna, Tundra, Prius, 4Runner, Subaru Outback, Lexus, Scion, Land Rover, Jaguar\", \"asin\": \"B07VHMX2NT\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"2PCS Capume Cabin Air Filter JM80F Fits for Forester 2022-2024, WRX 2022-2024, Repl...\", \"asin\": \"B0D8NFNCMG\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"CF12157 Cabin Air Filter With Activated Carbon Fit for Lexus ES250 2021-2023, ES 30...\", \"asin\": \"B0D77NN1WV\", \"price\": \"$17.68\", \"quantity\": \"\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin...\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"EPAuto CP285 (CF10285) Premium Cabin Air Filter includes Activated Carbon\", \"asin\": \"B014TYRQUY\", \"price\": \"$10.17\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2015-25 Mustang Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-152)\", \"asin\": \"B0C6MKGK5R\", \"price\": \"$13.61\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:06.870Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter oem\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918)\", \"asin\": \"B08HXBSM4V\", \"price\": \"$14.88\", \"quantity\": \"\"},\n {\"title\": \"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus\", \"asin\": \"B01M1FQEGR\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles\", \"asin\": \"B000A0CAWQ\", \"price\": \"$16.94\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White\", \"asin\": \"B0009H51U8\", \"price\": \"$18.81\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835)\", \"asin\": \"B07TL76VF8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\u20132022), Tundra (2013\\u20132021), Sequoia (2014\\u20132022) \\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency\", \"asin\": \"B0B2LMB4S5\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V\", \"asin\": \"B01M1HYDSB\", \"price\": \"$12.38\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014)\", \"asin\": \"B0C6XJ2NHH\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024\", \"asin\": \"B0DC3LTT1M\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\",\n \"asin\": \"B00KYJ23HA\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\",\n \"asin\": \"B0000UUX34\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\",\n \"asin\": \"B000V5SP92\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\", \"asin\": \"B00IGZQFYQ\", \"price\": \"$24.40\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\", \"asin\": \"B0DC3TDJ2D\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3244C (84121219) Air Filter\", \"asin\": \"B07J5LR4XV\", \"price\": \"$34.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\", \"asin\": \"B09F6YNL4K\", \"price\": \"$17.08\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B004A0RBSK\", \"price\": \"$18.01\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\", \"asin\": \"B0C5ZQVHJV\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B01MRZ2161\", \"price\": \"$14.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Denso 143-3005 Air Filter\", \"asin\": \"B0153AH28E\", \"price\": \"$10.07\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\u2013 Fits V6 Engines (2010\\u20132024)\", \"asin\": \"B01GIK5924\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\", \"asin\": \"B0DC34HFRW\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B00NIZZZ5Y\", \"price\": \"$15.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\", \"asin\": \"B076BK4D3D\", \"price\": \"$17.58\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B0876XW82W\", \"price\": \"$27.41\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\u20132018), Santa Fe Sport (2013\\u20132016), Santa Fe XL (2013\\u20132019) \\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\", \"asin\": \"B0C6XHFRGG\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 16 left in stock - order soon.\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\", \"asin\": \"B081LPNJ96\", \"price\": \"$14.31\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B072ZNQGKR\", \"price\": \"$29.58\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"KIA FILTER-AIR CLEANER\", \"asin\": \"B00TOPT5IU\", \"price\": \"$29.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\u20132021), CR-V 1.5L Gas (2017\\u20132022) \\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\", \"asin\": \"B07MFB28F6\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Apr 28 - May 1 on $35 of items shipped by Amazon Or fastest delivery Apr 25 - 28\"},\n {\"title\": \"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\", \"asin\": \"B08KYLNM72\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\", \"asin\": \"B0DFC53FS2\", \"price\": \"$9.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\", \"asin\": \"B007OW62J0\", \"price\": \"$28.74\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\"},\n {\"title\": \"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\", \"asin\": \"B0DY8RVBT9\", \"price\": \"$33.48\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\"},\n {\"title\": \"Motorcraft FA1884 Air Filter\", \"asin\": \"B00130L816\", \"price\": \"$13.69\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Motorcraft - Element Asy - Air Cleaner (FA1908)\", \"asin\": \"B0080B4H6E\", \"price\": \"$21.92\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3238C Air Filter\", \"asin\": \"B013FSHDBW\", \"price\": \"$23.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:12.310Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:31:12.310Z
|
input
|
engine air filter and
|
rule
|
2025-04-21T19:31:12.310Z
|
train
| 988 |
2025-04-21T19:31:12.310Z
|
input
|
engine air filter and
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "engine air filter oem"
}
],
"cart_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"promotion_items": [
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "B00AKEVU50", "price": "$17.20", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918)", "asin": "B08HXBSM4V", "price": "$14.88", "quantity": ""},
{"title": "Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus", "asin": "B01M1FQEGR", "price": "$20.97", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles", "asin": "B000A0CAWQ", "price": "$16.94", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White", "asin": "B0009H51U8", "price": "$18.81", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835)", "asin": "B07TL76VF8", "price": "$17.99", "quantity": ""},
{"title": "EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\u20132022), Tundra (2013\u20132021), Sequoia (2014\u20132022) \u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency", "asin": "B0B2LMB4S5", "price": "$14.87", "quantity": ""},
{"title": "ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V", "asin": "B01M1HYDSB", "price": "$12.38", "quantity": ""},
{"title": "EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014)", "asin": "B0C6XJ2NHH", "price": "$14.87", "quantity": ""},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024", "asin": "B0DC3LTT1M", "price": "$19.99", "quantity": ""}
],
"ads": [
{
"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.",
"asin": "B00KYJ23HA"
},
{
"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.",
"asin": "B0000UUX34"
},
{
"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.",
"asin": "B000V5SP92"
}
],
"search_results": [
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM", "asin": "B00IGZQFYQ", "price": "$24.40", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041", "asin": "B0DC3TDJ2D", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3244C (84121219) Air Filter", "asin": "B07J5LR4XV", "price": "$34.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles", "asin": "B09F6YNL4K", "price": "$17.08", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B004A0RBSK", "price": "$18.01", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "B00AKEVU50", "price": "$17.20", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050", "asin": "B0C5ZQVHJV", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B01MRZ2161", "price": "$14.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Denso 143-3005 Air Filter", "asin": "B0153AH28E", "price": "$10.07", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \u2013 Fits V6 Engines (2010\u20132024)", "asin": "B01GIK5924", "price": "$15.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017", "asin": "B0DC34HFRW", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B00NIZZZ5Y", "price": "$15.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona", "asin": "B076BK4D3D", "price": "$17.58", "delivery": "FREE delivery Fri, Apr 25 Only 8 left in stock - order soon."},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B0876XW82W", "price": "$27.41", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon."},
{"title": "EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\u20132018), Santa Fe Sport (2013\u20132016), Santa Fe XL (2013\u20132019) \u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines", "asin": "B0C6XHFRGG", "price": "$14.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 16 left in stock - order soon."},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)", "asin": "B081LPNJ96", "price": "$14.31", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B072ZNQGKR", "price": "$29.58", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "KIA FILTER-AIR CLEANER", "asin": "B00TOPT5IU", "price": "$29.19", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon."},
{"title": "EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\u20132021), CR-V 1.5L Gas (2017\u20132022) \u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection", "asin": "B07MFB28F6", "price": "$15.97", "delivery": "FREE delivery Apr 28 - May 1 on $35 of items shipped by Amazon Or fastest delivery Apr 25 - 28"},
{"title": "EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)", "asin": "B08KYLNM72", "price": "$12.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386", "asin": "B0DFC53FS2", "price": "$9.93", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051", "asin": "B007OW62J0", "price": "$28.74", "delivery": "FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon."},
{"title": "Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA", "asin": "B0DY8RVBT9", "price": "$33.48", "delivery": "FREE delivery Fri, Apr 25 Only 20 left in stock - order soon."},
{"title": "Motorcraft FA1884 Air Filter", "asin": "B00130L816", "price": "$13.69", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Motorcraft - Element Asy - Air Cleaner (FA1908)", "asin": "B0080B4H6E", "price": "$21.92", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3238C Air Filter", "asin": "B013FSHDBW", "price": "$23.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:31:12.310Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>input</answer_action><answer_argument>engine air filter and </answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>engine air filter and </answer_argument>",
"index": 988,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter oem\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918)\", \"asin\": \"B08HXBSM4V\", \"price\": \"$14.88\", \"quantity\": \"\"},\n {\"title\": \"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus\", \"asin\": \"B01M1FQEGR\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles\", \"asin\": \"B000A0CAWQ\", \"price\": \"$16.94\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White\", \"asin\": \"B0009H51U8\", \"price\": \"$18.81\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835)\", \"asin\": \"B07TL76VF8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\u20132022), Tundra (2013\\u20132021), Sequoia (2014\\u20132022) \\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency\", \"asin\": \"B0B2LMB4S5\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V\", \"asin\": \"B01M1HYDSB\", \"price\": \"$12.38\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014)\", \"asin\": \"B0C6XJ2NHH\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024\", \"asin\": \"B0DC3LTT1M\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\",\n \"asin\": \"B00KYJ23HA\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\",\n \"asin\": \"B0000UUX34\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\",\n \"asin\": \"B000V5SP92\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\", \"asin\": \"B00IGZQFYQ\", \"price\": \"$24.40\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\", \"asin\": \"B0DC3TDJ2D\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3244C (84121219) Air Filter\", \"asin\": \"B07J5LR4XV\", \"price\": \"$34.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\", \"asin\": \"B09F6YNL4K\", \"price\": \"$17.08\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B004A0RBSK\", \"price\": \"$18.01\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\", \"asin\": \"B0C5ZQVHJV\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B01MRZ2161\", \"price\": \"$14.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Denso 143-3005 Air Filter\", \"asin\": \"B0153AH28E\", \"price\": \"$10.07\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\u2013 Fits V6 Engines (2010\\u20132024)\", \"asin\": \"B01GIK5924\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\", \"asin\": \"B0DC34HFRW\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B00NIZZZ5Y\", \"price\": \"$15.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\", \"asin\": \"B076BK4D3D\", \"price\": \"$17.58\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B0876XW82W\", \"price\": \"$27.41\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\u20132018), Santa Fe Sport (2013\\u20132016), Santa Fe XL (2013\\u20132019) \\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\", \"asin\": \"B0C6XHFRGG\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 16 left in stock - order soon.\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\", \"asin\": \"B081LPNJ96\", \"price\": \"$14.31\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B072ZNQGKR\", \"price\": \"$29.58\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"KIA FILTER-AIR CLEANER\", \"asin\": \"B00TOPT5IU\", \"price\": \"$29.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\u20132021), CR-V 1.5L Gas (2017\\u20132022) \\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\", \"asin\": \"B07MFB28F6\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Apr 28 - May 1 on $35 of items shipped by Amazon Or fastest delivery Apr 25 - 28\"},\n {\"title\": \"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\", \"asin\": \"B08KYLNM72\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\", \"asin\": \"B0DFC53FS2\", \"price\": \"$9.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\", \"asin\": \"B007OW62J0\", \"price\": \"$28.74\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\"},\n {\"title\": \"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\", \"asin\": \"B0DY8RVBT9\", \"price\": \"$33.48\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\"},\n {\"title\": \"Motorcraft FA1884 Air Filter\", \"asin\": \"B00130L816\", \"price\": \"$13.69\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Motorcraft - Element Asy - Air Cleaner (FA1908)\", \"asin\": \"B0080B4H6E\", \"price\": \"$21.92\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3238C Air Filter\", \"asin\": \"B013FSHDBW\", \"price\": \"$23.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:12.310Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter and \"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator \", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918) \", \"asin\": \"B08HXBSM4V\", \"price\": \"$14.88\", \"quantity\": \"\"},\n {\"title\": \"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus \", \"asin\": \"B01M1FQEGR\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles \", \"asin\": \"B000A0CAWQ\", \"price\": \"$16.94\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White \", \"asin\": \"B0009H51U8\", \"price\": \"$18.81\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835) \", \"asin\": \"B07TL76VF8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\u20132022), Tundra (2013\\u20132021), Sequoia (2014\\u20132022) \\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency \", \"asin\": \"B0B2LMB4S5\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V \", \"asin\": \"B01M1HYDSB\", \"price\": \"$12.38\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014) \", \"asin\": \"B0C6XJ2NHH\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024 \", \"asin\": \"B0DC3LTT1M\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\",\n \"asin\": \"B00KYJ23HA\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\",\n \"asin\": \"B0000UUX34\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\",\n \"asin\": \"B000V5SP92\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\", \"asin\": \"B00IGZQFYQ\", \"price\": \"$24.40\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\", \"asin\": \"B0DC3TDJ2D\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3244C (84121219) Air Filter\", \"asin\": \"B07J5LR4XV\", \"price\": \"$34.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\", \"asin\": \"B09F6YNL4K\", \"price\": \"$17.08\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B004A0RBSK\", \"price\": \"$18.01\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\", \"asin\": \"B0C5ZQVHJV\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B01MRZ2161\", \"price\": \"$14.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Denso 143-3005 Air Filter\", \"asin\": \"B0153AH28E\", \"price\": \"$10.07\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\u2013 Fits V6 Engines (2010\\u20132024)\", \"asin\": \"B01GIK5924\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\", \"asin\": \"B0DC34HFRW\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B00NIZZZ5Y\", \"price\": \"$15.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\", \"asin\": \"B076BK4D3D\", \"price\": \"$17.58\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B0876XW82W\", \"price\": \"$27.41\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\u20132018), Santa Fe Sport (2013\\u20132016), Santa Fe XL (2013\\u20132019) \\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\", \"asin\": \"B0C6XHFRGG\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 16 left in stock - order soon.\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\", \"asin\": \"B081LPNJ96\", \"price\": \"$14.31\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B072ZNQGKR\", \"price\": \"$29.58\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"KIA FILTER-AIR CLEANER\", \"asin\": \"B00TOPT5IU\", \"price\": \"$29.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\u20132021), CR-V 1.5L Gas (2017\\u20132022) \\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\", \"asin\": \"B07MFB28F6\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Apr 28 - May 1 on $35 of items shipped by AmazonOr fastest delivery Apr 25 - 28\"},\n {\"title\": \"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\", \"asin\": \"B08KYLNM72\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\", \"asin\": \"B0DFC53FS2\", \"price\": \"$9.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\", \"asin\": \"B007OW62J0\", \"price\": \"$28.74\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\"},\n {\"title\": \"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\", \"asin\": \"B0DY8RVBT9\", \"price\": \"$33.48\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\"},\n {\"title\": \"Motorcraft FA1884 Air Filter\", \"asin\": \"B00130L816\", \"price\": \"$13.69\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Motorcraft - Element Asy - Air Cleaner (FA1908)\", \"asin\": \"B0080B4H6E\", \"price\": \"$21.92\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3238C Air Filter\", \"asin\": \"B013FSHDBW\", \"price\": \"$23.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:12.418Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:31:12.418Z
|
click
|
suggested_term
|
rule
|
2025-04-21T19:31:12.418Z
|
train
| 989 |
2025-04-21T19:31:12.418Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "engine air filter and "
}
],
"cart_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"promotion_items": [
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator ", "asin": "B00AKEVU50", "price": "$17.20", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918) ", "asin": "B08HXBSM4V", "price": "$14.88", "quantity": ""},
{"title": "Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus ", "asin": "B01M1FQEGR", "price": "$20.97", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles ", "asin": "B000A0CAWQ", "price": "$16.94", "quantity": ""},
{"title": "FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White ", "asin": "B0009H51U8", "price": "$18.81", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835) ", "asin": "B07TL76VF8", "price": "$17.99", "quantity": ""},
{"title": "EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\u20132022), Tundra (2013\u20132021), Sequoia (2014\u20132022) \u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency ", "asin": "B0B2LMB4S5", "price": "$14.87", "quantity": ""},
{"title": "ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V ", "asin": "B01M1HYDSB", "price": "$12.38", "quantity": ""},
{"title": "EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014) ", "asin": "B0C6XJ2NHH", "price": "$14.87", "quantity": ""},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024 ", "asin": "B0DC3LTT1M", "price": "$19.99", "quantity": ""}
],
"ads": [
{
"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.",
"asin": "B00KYJ23HA"
},
{
"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.",
"asin": "B0000UUX34"
},
{
"title": "Go to detail page for \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.",
"asin": "B000V5SP92"
}
],
"search_results": [
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM", "asin": "B00IGZQFYQ", "price": "$24.40", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041", "asin": "B0DC3TDJ2D", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3244C (84121219) Air Filter", "asin": "B07J5LR4XV", "price": "$34.98", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles", "asin": "B09F6YNL4K", "price": "$17.08", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B004A0RBSK", "price": "$18.01", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011\u20132025 Ford F-150, 2015\u20132025 Expedition, 2011\u20132016 F-250 Super Duty, 2010\u20132016 F-350 Super Duty, 2015\u20132025 Lincoln Navigator", "asin": "B00AKEVU50", "price": "$17.20", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050", "asin": "B0C5ZQVHJV", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B01MRZ2161", "price": "$14.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Denso 143-3005 Air Filter", "asin": "B0153AH28E", "price": "$10.07", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \u2013 Fits V6 Engines (2010\u20132024)", "asin": "B01GIK5924", "price": "$15.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017", "asin": "B0DC34HFRW", "price": "$19.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B00NIZZZ5Y", "price": "$15.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona", "asin": "B076BK4D3D", "price": "$17.58", "delivery": "FREE delivery Fri, Apr 25 Only 8 left in stock - order soon."},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B0876XW82W", "price": "$27.41", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon."},
{"title": "EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\u20132018), Santa Fe Sport (2013\u20132016), Santa Fe XL (2013\u20132019) \u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines", "asin": "B0C6XHFRGG", "price": "$14.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 16 left in stock - order soon."},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)", "asin": "B081LPNJ96", "price": "$14.31", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Honda Genuine Element, AIR Cleaner", "asin": "B072ZNQGKR", "price": "$29.58", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "KIA FILTER-AIR CLEANER", "asin": "B00TOPT5IU", "price": "$29.19", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon."},
{"title": "EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\u20132021), CR-V 1.5L Gas (2017\u20132022) \u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection", "asin": "B07MFB28F6", "price": "$15.97", "delivery": "FREE delivery Apr 28 - May 1 on $35 of items shipped by AmazonOr fastest delivery Apr 25 - 28"},
{"title": "EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)", "asin": "B08KYLNM72", "price": "$12.87", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23"},
{"title": "CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386", "asin": "B0DFC53FS2", "price": "$9.93", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051", "asin": "B007OW62J0", "price": "$28.74", "delivery": "FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon."},
{"title": "Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA", "asin": "B0DY8RVBT9", "price": "$33.48", "delivery": "FREE delivery Fri, Apr 25 Only 20 left in stock - order soon."},
{"title": "Motorcraft FA1884 Air Filter", "asin": "B00130L816", "price": "$13.69", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Motorcraft - Element Asy - Air Cleaner (FA1908)", "asin": "B0080B4H6E", "price": "$21.92", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ACDelco GM Original Equipment A3238C Air Filter", "asin": "B013FSHDBW", "price": "$23.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:31:12.418Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 989,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter and \"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator \", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-918) \", \"asin\": \"B08HXBSM4V\", \"price\": \"$14.88\", \"quantity\": \"\"},\n {\"title\": \"Purolator A36122 PurolatorONE Advanced Engine Air Filter Compatible With Select Toyota and Lexus \", \"asin\": \"B01M1FQEGR\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles \", \"asin\": \"B000A0CAWQ\", \"price\": \"$16.94\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA7440 for Select Infiniti, Jeep and Nissan Vehicles, White \", \"asin\": \"B0009H51U8\", \"price\": \"$18.81\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-835) \", \"asin\": \"B07TL76VF8\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP895 (CA11895) Engine Air Filter, Replacement for Toyota Tacoma (2016\\u20132022), Tundra (2013\\u20132021), Sequoia (2014\\u20132022) \\u2013 Rigid Panel Filter for Improved Engine Airflow and Fuel Efficiency \", \"asin\": \"B0B2LMB4S5\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA10483 Premium Engine Air Filter Fits 2016-2022 Honda HR-V \", \"asin\": \"B01M1HYDSB\", \"price\": \"$12.38\", \"quantity\": \"\"},\n {\"title\": \"EPAuto GP650 (CA10650) Replacement for Honda Panel Engine Air Filter for Fit (2009-2014) \", \"asin\": \"B0C6XJ2NHH\", \"price\": \"$14.87\", \"quantity\": \"\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2015-2019 Ford Transit (150, 250, 350), KNA-5024 \", \"asin\": \"B0DC3LTT1M\", \"price\": \"$19.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2014-2024 TOYOTA: Tacoma, Tundra, Sequoia, 33-5017.\\\" Rated 4.7 out of 5 stars by 2696 reviews. Eligible for Prime.\",\n \"asin\": \"B00KYJ23HA\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Compatible with 1999-2020 Cadillac/Chervolet/GMC: Escalade, Avalanche, Cheyenne, Silverado, Suburban, Tahoe, Sierra, Yukon, 33-2129.\\\" Rated 4.8 out of 5 stars by 4106 reviews. Eligible for Prime.\",\n \"asin\": \"B0000UUX34\"\n},\n {\n \"title\": \"Go to detail page for \\\"K&N High-Flow Original Lifetime Engine Air Filter: Increase Performance, Premium, Washable: Compatible with 2007-2024 FORD/LINCOLN: Expedition, F150, F250, F350, F450, F550, F560, Navigator, 33-2385.\\\" Rated 4.8 out of 5 stars by 3038 reviews. Not eligible for Prime.\",\n \"asin\": \"B000V5SP92\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2005-2018 Impreza WRX STI Legacy Ouback Forester Crosstrek - 16546AA12A - Genuine OEM\", \"asin\": \"B00IGZQFYQ\", \"price\": \"$24.40\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2022 Honda/Acura V6 (Odyssey, Passport, Pilot, Ridgeline, MDX), KNA-5041\", \"asin\": \"B0DC3TDJ2D\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3244C (84121219) Air Filter\", \"asin\": \"B07J5LR4XV\", \"price\": \"$34.98\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12289 for Select Lexus, Subaru and Toyota Vehicles\", \"asin\": \"B09F6YNL4K\", \"price\": \"$17.08\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA10755 Replacement Engine Air Filter for Select Lexus, Toyota, Jeep and Dodge Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B004A0RBSK\", \"price\": \"$18.01\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011\\u20132025 Ford F-150, 2015\\u20132025 Expedition, 2011\\u20132016 F-250 Super Duty, 2010\\u20132016 F-350 Super Duty, 2015\\u20132025 Lincoln Navigator\", \"asin\": \"B00AKEVU50\", \"price\": \"$17.20\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"Engine Air Filter JMF005 Fits for Toyota 2019-22 Avalon, 2018-24 Camry, 2020-24 Highlander, 2019-24 RAV4/ES350, 2022-24 NX250, Replacement for CA12377, 17801-25020, 17801-F0050\", \"asin\": \"B0C5ZQVHJV\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"FRAM Extra Guard CA11945 Replacement Engine Air Filter for Select 2015-2016 Honda CR-V (2.4L), Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B01MRZ2161\", \"price\": \"$14.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Denso 143-3005 Air Filter\", \"asin\": \"B0153AH28E\", \"price\": \"$10.07\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto GP075 (CA10755) Engine Air Filter, Replacement for Lexus RX350, Toyota Camry, Sienna, Highlander, Jeep Grand Cherokee, Dodge Durango \\u2013 Fits V6 Engines (2010\\u20132024)\", \"asin\": \"B01GIK5924\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2014-2019 Toyota Truck and SUV V6/V8 (Tundra, Tacoma, Sequoia), KNA-5017\", \"asin\": \"B0DC34HFRW\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"FRAM Extra Guard CA11476 Replacement Engine Air Filter for Select Honda Accord and Acura TLX (2.4L) Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B00NIZZZ5Y\", \"price\": \"$15.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Premium Guard Engine Air Filter PA99071 Fits 2020-2025 Kia Telluride, 2020-2025 Hyundai Palisade, 2016-2020 Kia Sorento, 2019-2020 Hyundai Santa Fe, 2015-2021 Kia Sedona\", \"asin\": \"B076BK4D3D\", \"price\": \"$17.58\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 8 left in stock - order soon.\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B0876XW82W\", \"price\": \"$27.41\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 12 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP500 (CA11500) Engine Air Filter, Replacement for Hyundai Santa Fe (2013\\u20132018), Santa Fe Sport (2013\\u20132016), Santa Fe XL (2013\\u20132019) \\u2013 Rigid Panel Filter for 2.4L / 3.3L Gasoline Engines\", \"asin\": \"B0C6XHFRGG\", \"price\": \"$14.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23Only 16 left in stock - order soon.\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-945)\", \"asin\": \"B081LPNJ96\", \"price\": \"$14.31\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Honda Genuine Element, AIR Cleaner\", \"asin\": \"B072ZNQGKR\", \"price\": \"$29.58\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"KIA FILTER-AIR CLEANER\", \"asin\": \"B00TOPT5IU\", \"price\": \"$29.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 4 left in stock - order soon.\"},\n {\"title\": \"EPAuto GP050 (CA12050) Engine Air Filter, Replacement for Honda Civic 1.5L (2016\\u20132021), CR-V 1.5L Gas (2017\\u20132022) \\u2013 Rigid Panel Filter for Fuel Efficiency and Engine Protection\", \"asin\": \"B07MFB28F6\", \"price\": \"$15.97\", \"delivery\": \"FREE delivery Apr 28 - May 1 on $35 of items shipped by AmazonOr fastest delivery Apr 25 - 28\"},\n {\"title\": \"EPAuto GP456 (CA11456) Engine Air Filter Compatible with Ford Escape 2.5L (2013-2019), Transite Connect 2.5L (2014-2022)\", \"asin\": \"B08KYLNM72\", \"price\": \"$12.87\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"CA7440 Engine Air Filter Compatible with Armada (2005-2015),Frontier (2005-2024),NV1500 NV2500 NV3500,QX56,Pathfinder, Titan, Xterra, Grand Cherokee with OE 53007386AB,1378082200, 53007386\", \"asin\": \"B0DFC53FS2\", \"price\": \"$9.93\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by AmazonOr .prime-brand-color {color: #0064f9; }Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Genuine Toyota - FJ CRUISER AIR FILTER NEW - 17801-38051\", \"asin\": \"B007OW62J0\", \"price\": \"$28.74\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 24 - 28 Only 16 left in stock - order soon.\"},\n {\"title\": \"Toyota Genuine OEM Engine Air Filter 17801-F0020, Denso Made in USA\", \"asin\": \"B0DY8RVBT9\", \"price\": \"$33.48\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 20 left in stock - order soon.\"},\n {\"title\": \"Motorcraft FA1884 Air Filter\", \"asin\": \"B00130L816\", \"price\": \"$13.69\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Motorcraft - Element Asy - Air Cleaner (FA1908)\", \"asin\": \"B0080B4H6E\", \"price\": \"$21.92\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ACDelco GM Original Equipment A3238C Air Filter\", \"asin\": \"B013FSHDBW\", \"price\": \"$23.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:12.418Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter and cabin filter combo subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A \", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A \", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A \", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930 \", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP930, CF10930, CAF1869P, Subaru: 72880-FG000, Compatible with Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek \", \"asin\": \"B0D7Z1C2GC\", \"price\": \"$13.85\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n {\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"16546-AA10A 72880-FG000 Engine and Cabin Air Filter Compatible with Subaru Model, Forester 2014-2019 H4 2.0L, WRX 2015-2021 H4 2.0L, Replaces DWP35592, C36115\", \"asin\": \"B0CX59N39F\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ECOGARD XC36115 Premium Cabin Air Filter Fits Subaru Forester 2009-2018, Impreza 2008-2016, XV Crosstrek 2013-2015, Crosstrek 2016-2017, WRX 2013-2021, WRX STI 2013-2021\", \"asin\": \"B00CT30SSU\", \"price\": \"$14.67\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"Engine & Cabin Air Filter For Forester (19-23), WRX(22-23). Replace CF12775, CA12295\", \"asin\": \"B0CP7NJG21\", \"price\": \"$29.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 19 left in stock - order soon.\"},\n {\"title\": \"FUN-DRIVING Engine Cabin Air Filter for Subaru Forester 2019 2020 2021 WRX 2023 2022\", \"asin\": \"B0CL9GXXS3\", \"price\": \"$17.89\", \"delivery\": \"FREE delivery May 5 - 13 on $35 of items shipped by Amazon Or fastest delivery May 5 - 12\"},\n {\"title\": \"ECOGARD XA11536 Premium Engine Air Filter Fits 2019\\u20132026 Subaru Forester, 2018\\u20132026 Crosstrek, 2020\\u20132025 Outback, 2019\\u20132025 Ascent, 2017\\u20132025 Impreza, 2021\\u20132026 Crosstrek, 2020\\u20132025 Legacy\", \"asin\": \"B07FK6DZQX\", \"price\": \"$27.59\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:36.428Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:31:36.428Z
|
click_product
|
B0DC6MJ3SP
|
rule
|
2025-04-21T19:31:36.428Z
|
train
| 990 |
2025-04-21T19:31:36.428Z
|
click_product
|
B0DC6MJ3SP
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "engine air filter and cabin filter combo subaru forester 2020"
}
],
"cart_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"promotion_items": [
{"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A ", "asin": "B0C4F3BG68", "price": "$23.99", "quantity": ""},
{"title": "1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A ", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A ", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": ""},
{"title": "White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930 ", "asin": "B08PKF73L8", "price": "$13.89", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP930, CF10930, CAF1869P, Subaru: 72880-FG000, Compatible with Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek ", "asin": "B0D7Z1C2GC", "price": "$13.85", "quantity": ""}
],
"search_results": [
{"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\u20132024 Subaru Forester 2.5L, 2022\u20132025 WRX 2.4L", "asin": "B08K3T4P8N", "price": "$21.67", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories", "asin": "B0BB2CX4C1", "price": "$15.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)", "asin": "B083XF3YW4", "price": "$13.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.", "asin": "B0CYG8YNHF", "price": "$9.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories", "asin": "B0BYH7LJ41", "price": "$18.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23"},
{"title": "1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A", "asin": "B0D5LMWDPN", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B07YMM9MYL", "price": "$15.96", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon."},
{"title": "VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023", "asin": "B0CQPH2G2M", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "16546-AA10A 72880-FG000 Engine and Cabin Air Filter Compatible with Subaru Model, Forester 2014-2019 H4 2.0L, WRX 2015-2021 H4 2.0L, Replaces DWP35592, C36115", "asin": "B0CX59N39F", "price": "$16.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"},
{"title": "ECOGARD XC36115 Premium Cabin Air Filter Fits Subaru Forester 2009-2018, Impreza 2008-2016, XV Crosstrek 2013-2015, Crosstrek 2016-2017, WRX 2013-2021, WRX STI 2013-2021", "asin": "B00CT30SSU", "price": "$14.67", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM", "asin": "B0979MD868", "price": "$27.99", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "Engine & Cabin Air Filter For Forester (19-23), WRX(22-23). Replace CF12775, CA12295", "asin": "B0CP7NJG21", "price": "$29.17", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 19 left in stock - order soon."},
{"title": "FUN-DRIVING Engine Cabin Air Filter for Subaru Forester 2019 2020 2021 WRX 2023 2022", "asin": "B0CL9GXXS3", "price": "$17.89", "delivery": "FREE delivery May 5 - 13 on $35 of items shipped by Amazon Or fastest delivery May 5 - 12"},
{"title": "ECOGARD XA11536 Premium Engine Air Filter Fits 2019\u20132026 Subaru Forester, 2018\u20132026 Crosstrek, 2020\u20132025 Outback, 2019\u20132025 Ascent, 2017\u20132025 Impreza, 2021\u20132026 Crosstrek, 2020\u20132025 Legacy", "asin": "B07FK6DZQX", "price": "$27.59", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\u202fAM - 8\u202fAM"},
{"title": "72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car", "asin": "B0CHYK8STQ", "price": "$19.89", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24"},
{"title": "EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)", "asin": "B0C6XF76D4", "price": "$12.97", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:31:36.428Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0DC6MJ3SP</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0DC6MJ3SP</answer_argument>",
"index": 990,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter and cabin filter combo subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Activated Carbon Cabin Filter Replacement 72880-FL000 16546AA16A \", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A \", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A \", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"White Cabin Air Filter for Subaru Forester Impreza XV Crosstrek WRX STI 72880-FG000,72880FG000,ADS72504,21-SB-SB3,XF1660,CF10930 \", \"asin\": \"B08PKF73L8\", \"price\": \"$13.89\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP930, CF10930, CAF1869P, Subaru: 72880-FG000, Compatible with Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek \", \"asin\": \"B0D7Z1C2GC\", \"price\": \"$13.85\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"ECOGARD XC11800 Premium Cabin Air Filter Fits 2019\\u20132024 Subaru Forester 2.5L, 2022\\u20132025 WRX 2.4L\", \"asin\": \"B08K3T4P8N\", \"price\": \"$21.67\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"2-PACK Cabin Air Filter Fits for Subaru Forester (2019-2024), WRX (2022-2024) Cabin Filter Replacement 72880-FL000 Forester Car Accessories\", \"asin\": \"B0BB2CX4C1\", \"price\": \"$15.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"EPAuto CP930 (CF10930) Cabin Air Filter Replacement for Subaru Forester (2009-2018), WRX (2012-2021), WRX STI (2013-2021), Impreza (2008-2016), Crosstrek, XV Crosstrek (2013-2017)\", \"asin\": \"B083XF3YW4\", \"price\": \"$13.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"MERV 13 Cabin Air Filter with Activated Carbon, CF10930 for Subaru Crosstrek, Forester, Impreza, WRX, WRX STI, XV Crosstrek.\", \"asin\": \"B0CYG8YNHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Cartist 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2024), WRX (2022-2024) Cabin Filter Replacement (72880-FL000) Forester Accessories\", \"asin\": \"B0BYH7LJ41\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23\"},\n {\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"PG Cabin Air Filter PC99497P | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B07YMM9MYL\", \"price\": \"$15.96\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22 Only 17 left in stock - order soon.\"},\n {\"title\": \"VEPAGOO CF12775 Cabin Air Filter includes Activated Carbon for Subaru Forester All 2019 2020 2021 2022 2023\", \"asin\": \"B0CQPH2G2M\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"16546-AA10A 72880-FG000 Engine and Cabin Air Filter Compatible with Subaru Model, Forester 2014-2019 H4 2.0L, WRX 2015-2021 H4 2.0L, Replaces DWP35592, C36115\", \"asin\": \"B0CX59N39F\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"},\n {\"title\": \"ECOGARD XC36115 Premium Cabin Air Filter Fits Subaru Forester 2009-2018, Impreza 2008-2016, XV Crosstrek 2013-2015, Crosstrek 2016-2017, WRX 2013-2021, WRX STI 2013-2021\", \"asin\": \"B00CT30SSU\", \"price\": \"$14.67\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"Subaru Cabin AIr Filter for 2019-2024 Forester 2022-2024 Wrx - 72880FL000 - Genuine OEM\", \"asin\": \"B0979MD868\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"Engine & Cabin Air Filter For Forester (19-23), WRX(22-23). Replace CF12775, CA12295\", \"asin\": \"B0CP7NJG21\", \"price\": \"$29.17\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Wed, Apr 23 Only 19 left in stock - order soon.\"},\n {\"title\": \"FUN-DRIVING Engine Cabin Air Filter for Subaru Forester 2019 2020 2021 WRX 2023 2022\", \"asin\": \"B0CL9GXXS3\", \"price\": \"$17.89\", \"delivery\": \"FREE delivery May 5 - 13 on $35 of items shipped by Amazon Or fastest delivery May 5 - 12\"},\n {\"title\": \"ECOGARD XA11536 Premium Engine Air Filter Fits 2019\\u20132026 Subaru Forester, 2018\\u20132026 Crosstrek, 2020\\u20132025 Outback, 2019\\u20132025 Ascent, 2017\\u20132025 Impreza, 2021\\u20132026 Crosstrek, 2020\\u20132025 Legacy\", \"asin\": \"B07FK6DZQX\", \"price\": \"$27.59\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\"},\n {\"title\": \"72880FL000 Premium Cabin Air Filter Compatible with Subaru Forester 2019-2024/ WRX 2023, CF12775 OEM Passenger Compartment Activated Carbon AC Filter Create Cleaner Inside Air For Your Car\", \"asin\": \"B0CHYK8STQ\", \"price\": \"$19.89\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Thu, Apr 24\"},\n {\"title\": \"EPAuto CP800 (72880-FL000) Cabin Air Filter includes Activated Carbon, Replacement for Subaru Forester (2019-2025), WRX (2023-2025)\", \"asin\": \"B0C6XF76D4\", \"price\": \"$12.97\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or Prime members get FREE delivery Tomorrow, Apr 22\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:31:36.428Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter and cabin filter combo subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DC6MJ3SP\"\n},\n {\n \"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\"\n},\n {\n \"price\": \"$25.99\"\n},\n {\n \"bullet_list\": \"[Applicable Vehicle Models] This cabin air filter is compatible with 2023 2022 2021 2020 2019 Subaru Forester 2.5L \\u3010High-efficiency Purification\\u3011The engine air filter adopts a high-fiber structure with high filtration precision, it efficiently filters out 99% of the impurities in the air. The automotive cabin air filter utilizes multi-layer filtration materials, which can freshen the air for drivers and passengers \\u3010Low Resistance Design\\u3011RVgolf Air Filter is craftsmanship, which can effectively improve the air intake efficiency of the engine or equipment, reduce engine noise and vibration. Cabin air filters employ low-resistance designs to minimize noise during airflow, ensuring a quieter operation of the AC system \\u3010Reference Number\\u3011Engine air filter replace# 16546AA16A. Cabin air filter replace# 72880-FL000. Please confirm if it is compatible for your car before placing an order \\u3010Seamless Setup\\u3011Replacing the air filter is hassle-free and swiftly done by the driver with minimal steps. It is recommended that the filter be changed every 12 months or 12,000 miles to protect the engine and keep the air clean\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"19-23 Forester\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L ...\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-202...\", \"asin\": \"B0D2DWTW4X\", \"price\": \"$31.89\", \"quantity\": \"\"},\n {\"title\": \"2PCS Engine Air Filter Fit for Subaru Ascent 19-25, Forester 19-24, Impreza 17-23, ...\", \"asin\": \"B0DH2FK14K\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"JTCAF156-W3 Cabin air filter for Forester (2023-2019),WRX (2023-2022),Replacement f...\", \"asin\": \"B0C64Z37JN\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"2-Pack Cabin Air Filter Fits for Subaru Ascent, Crosstrek, Impreza, Legacy, Outback...\", \"asin\": \"B0CB8B2RJF\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...\", \"asin\": \"B0CM68R9FP\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru ...\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"QT930-997 CABIN&ENGINE AIR FILTER For Forester (2009-2018), Impreza (2008-2016),XV ...\", \"asin\": \"B0CL6J5ZKY\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"ITESIER Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-2020), Replaces 97133-J5000, 97133-3M000, WP10367, 28113-A9100\", \"asin\": \"B0D2DWTW4X\", \"price\": \"$31.89\", \"quantity\": \"\"},\n {\"title\": \"SERVKITOUR Cabin and Engine Air Filter Set for Palisade 2020 2021 2022 2023 2024 2025, Replace 97133S8000, WP10080, 28113A9100, CA11943\", \"asin\": \"B0DQ8Y7G8W\", \"price\": \"$28.79\", \"quantity\": \"\"},\n {\"title\": \"Forccord 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2023), WRX (2022-2025) Activated Carbon Cabin Filter Replacement 72880-FL000 Car Accessories\", \"asin\": \"B0CD7J3LPW\", \"price\": \"$25.88\", \"quantity\": \"\"},\n {\"title\": \"Forccord 2-PACK HEPA Cabin Air Filter Fits for Chrysler Town & Country,Dodge Grand Caravan,Nissan Armada/Titan,Infiniti G25/G35/M45/Q40/Q50/QX70 Carbon Cabin Filter Replacement CF10743 Car Accessories\", \"asin\": \"B0BZYW7H56\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"RVgolf 2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"N9FE5W Cabin Engine Air Filter for Subaru LEGACY OUTBACK ASCENT CROSSTREK IMPREZA\", \"asin\": \"B0CL9FGHF7\", \"price\": \"$20.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064\", \"asin\": \"B0DHHLP1Q2\", \"price\": \"$19.73\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:32:59.010Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:32:59.010Z
|
purchase
|
B0DC6MJ3SP
|
rule
|
2025-04-21T19:32:59.010Z
|
train
| 991 |
2025-04-21T19:32:59.010Z
|
purchase
|
B0DC6MJ3SP
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "engine air filter and cabin filter combo subaru forester 2020"
}
],
"cart_items": [
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0DC6MJ3SP"
},
{
"title": "Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A"
},
{
"price": "$25.99"
},
{
"bullet_list": "[Applicable Vehicle Models] This cabin air filter is compatible with 2023 2022 2021 2020 2019 Subaru Forester 2.5L \u3010High-efficiency Purification\u3011The engine air filter adopts a high-fiber structure with high filtration precision, it efficiently filters out 99% of the impurities in the air. The automotive cabin air filter utilizes multi-layer filtration materials, which can freshen the air for drivers and passengers \u3010Low Resistance Design\u3011RVgolf Air Filter is craftsmanship, which can effectively improve the air intake efficiency of the engine or equipment, reduce engine noise and vibration. Cabin air filters employ low-resistance designs to minimize noise during airflow, ensuring a quieter operation of the AC system \u3010Reference Number\u3011Engine air filter replace# 16546AA16A. Cabin air filter replace# 72880-FL000. Please confirm if it is compatible for your car before placing an order \u3010Seamless Setup\u3011Replacing the air filter is hassle-free and swiftly done by the driver with minimal steps. It is recommended that the filter be changed every 12 months or 12,000 miles to protect the engine and keep the air clean"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "19-23 Forester"
}
],
"promotion_items": [
{"title": "Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...", "asin": "B0DQV6HCLZ", "price": "$22.78", "quantity": ""},
{"title": "PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX", "asin": "B08B38PH2D", "price": "$19.86", "quantity": ""},
{"title": "CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...", "asin": "B0D7ZYQKN2", "price": "$20.98", "quantity": ""},
{"title": "1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...", "asin": "B0DFCFSTFL", "price": "$19.98", "quantity": ""},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
{"title": "1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L ...", "asin": "B0C4F3BG68", "price": "$23.99", "quantity": ""},
{"title": "Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-202...", "asin": "B0D2DWTW4X", "price": "$31.89", "quantity": ""},
{"title": "2PCS Engine Air Filter Fit for Subaru Ascent 19-25, Forester 19-24, Impreza 17-23, ...", "asin": "B0DH2FK14K", "price": "$21.99", "quantity": ""},
{"title": "JTCAF156-W3 Cabin air filter for Forester (2023-2019),WRX (2023-2022),Replacement f...", "asin": "B0C64Z37JN", "price": "$22.99", "quantity": ""},
{"title": "2-Pack Cabin Air Filter Fits for Subaru Ascent, Crosstrek, Impreza, Legacy, Outback...", "asin": "B0CB8B2RJF", "price": "$19.88", "quantity": ""},
{"title": "2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...", "asin": "B0CM68R9FP", "price": "$19.88", "quantity": ""},
{"title": "2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
{"title": "1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru ...", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
{"title": "QT930-997 CABIN&ENGINE AIR FILTER For Forester (2009-2018), Impreza (2008-2016),XV ...", "asin": "B0CL6J5ZKY", "price": "$26.99", "quantity": ""},
{"title": "ITESIER Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-2020), Replaces 97133-J5000, 97133-3M000, WP10367, 28113-A9100", "asin": "B0D2DWTW4X", "price": "$31.89", "quantity": ""},
{"title": "SERVKITOUR Cabin and Engine Air Filter Set for Palisade 2020 2021 2022 2023 2024 2025, Replace 97133S8000, WP10080, 28113A9100, CA11943", "asin": "B0DQ8Y7G8W", "price": "$28.79", "quantity": ""},
{"title": "Forccord 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2023), WRX (2022-2025) Activated Carbon Cabin Filter Replacement 72880-FL000 Car Accessories", "asin": "B0CD7J3LPW", "price": "$25.88", "quantity": ""},
{"title": "Forccord 2-PACK HEPA Cabin Air Filter Fits for Chrysler Town & Country,Dodge Grand Caravan,Nissan Armada/Titan,Infiniti G25/G35/M45/Q40/Q50/QX70 Carbon Cabin Filter Replacement CF10743 Car Accessories", "asin": "B0BZYW7H56", "price": "$18.99", "quantity": ""},
{"title": "RVgolf 2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories", "asin": "B0DC9KJGQM", "price": "$15.99", "quantity": ""},
{"title": "Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A", "asin": "B0D5LMWDPN", "price": "$24.99", "quantity": ""},
{"title": "N9FE5W Cabin Engine Air Filter for Subaru LEGACY OUTBACK ASCENT CROSSTREK IMPREZA", "asin": "B0CL9FGHF7", "price": "$20.00", "quantity": ""}
],
"comparison_items": [
{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99"},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09"},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "B072YV45X1", "price": "$29.00"},
{"title": "K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064", "asin": "B0DHHLP1Q2", "price": "$19.73"},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "B001C6Q34S", "price": "$14.50"},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:32:59.010Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0DC6MJ3SP</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0DC6MJ3SP</answer_argument>",
"index": 991,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"engine air filter and cabin filter combo subaru forester 2020\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DC6MJ3SP\"\n},\n {\n \"title\": \"Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\"\n},\n {\n \"price\": \"$25.99\"\n},\n {\n \"bullet_list\": \"[Applicable Vehicle Models] This cabin air filter is compatible with 2023 2022 2021 2020 2019 Subaru Forester 2.5L \\u3010High-efficiency Purification\\u3011The engine air filter adopts a high-fiber structure with high filtration precision, it efficiently filters out 99% of the impurities in the air. The automotive cabin air filter utilizes multi-layer filtration materials, which can freshen the air for drivers and passengers \\u3010Low Resistance Design\\u3011RVgolf Air Filter is craftsmanship, which can effectively improve the air intake efficiency of the engine or equipment, reduce engine noise and vibration. Cabin air filters employ low-resistance designs to minimize noise during airflow, ensuring a quieter operation of the AC system \\u3010Reference Number\\u3011Engine air filter replace# 16546AA16A. Cabin air filter replace# 72880-FL000. Please confirm if it is compatible for your car before placing an order \\u3010Seamless Setup\\u3011Replacing the air filter is hassle-free and swiftly done by the driver with minimal steps. It is recommended that the filter be changed every 12 months or 12,000 miles to protect the engine and keep the air clean\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"19-23 Forester\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Cabin Air Filter H12775 Fit for 2019-2025 Subaru Forester,2022-2024 Subaru WRX - 72...\", \"asin\": \"B0DQV6HCLZ\", \"price\": \"$22.78\", \"quantity\": \"\"},\n {\"title\": \"PG Cabin Air Filter PC99497X | Fits 2019-2024 Subaru Forester, 2022-2025 WRX\", \"asin\": \"B08B38PH2D\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"CF12775 Cabin Air Filter Compatible with SUBARU FORESTER 2019-2024 WRX 2022-2024 Pa...\", \"asin\": \"B0D7ZYQKN2\", \"price\": \"$20.98\", \"quantity\": \"\"},\n {\"title\": \"1*HEPA Cabin Air Filter replacement CF12775 Compatible with Subaru Forester,WRX 201...\", \"asin\": \"B0DFCFSTFL\", \"price\": \"$19.98\", \"quantity\": \"\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"1Pcs HEPA Cabin Air Filter and 1Pcs Engine Air Filter Fit for Subaru Forester 2.5L ...\", \"asin\": \"B0C4F3BG68\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-202...\", \"asin\": \"B0D2DWTW4X\", \"price\": \"$31.89\", \"quantity\": \"\"},\n {\"title\": \"2PCS Engine Air Filter Fit for Subaru Ascent 19-25, Forester 19-24, Impreza 17-23, ...\", \"asin\": \"B0DH2FK14K\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"JTCAF156-W3 Cabin air filter for Forester (2023-2019),WRX (2023-2022),Replacement f...\", \"asin\": \"B0C64Z37JN\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"2-Pack Cabin Air Filter Fits for Subaru Ascent, Crosstrek, Impreza, Legacy, Outback...\", \"asin\": \"B0CB8B2RJF\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"2-Pack HEPA Cabin Air Filter Fits for Subaru Crosstrek, Forester, Impreza, WRX, WRX...\", \"asin\": \"B0CM68R9FP\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filt...\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru ...\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"QT930-997 CABIN&ENGINE AIR FILTER For Forester (2009-2018), Impreza (2008-2016),XV ...\", \"asin\": \"B0CL6J5ZKY\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"ITESIER Cabin Engine Air Filter kit for Telluride (2020-2024), Santa Fe 2.0L 2.4L (2019-2020), Replaces 97133-J5000, 97133-3M000, WP10367, 28113-A9100\", \"asin\": \"B0D2DWTW4X\", \"price\": \"$31.89\", \"quantity\": \"\"},\n {\"title\": \"SERVKITOUR Cabin and Engine Air Filter Set for Palisade 2020 2021 2022 2023 2024 2025, Replace 97133S8000, WP10080, 28113A9100, CA11943\", \"asin\": \"B0DQ8Y7G8W\", \"price\": \"$28.79\", \"quantity\": \"\"},\n {\"title\": \"Forccord 2-Pack HEPA Cabin Air Filter Fits for Subaru Forester 2.5L (2019-2023), WRX (2022-2025) Activated Carbon Cabin Filter Replacement 72880-FL000 Car Accessories\", \"asin\": \"B0CD7J3LPW\", \"price\": \"$25.88\", \"quantity\": \"\"},\n {\"title\": \"Forccord 2-PACK HEPA Cabin Air Filter Fits for Chrysler Town & Country,Dodge Grand Caravan,Nissan Armada/Titan,Infiniti G25/G35/M45/Q40/Q50/QX70 Carbon Cabin Filter Replacement CF10743 Car Accessories\", \"asin\": \"B0BZYW7H56\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"RVgolf 2-Pcs Cabin Air Filter for Subaru Forester 2.5L 2019-2024, WRX 2022-2024 Cabin Filter for Car Replacement for 72880-FL000 Essential Automotive Accessories\", \"asin\": \"B0DC9KJGQM\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Forccord 1 HEPA Pack Cabin Air Filter and 1 Pack Engine Air Filter fit for 2019-2022 Subaru Ascent 2.4L/2018-2022 Subaru Crosstrek 2.0L/2021-22 Subaru Crosstrek 2.5L 72880FL00A 16546AA16A\", \"asin\": \"B0D5LMWDPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"N9FE5W Cabin Engine Air Filter for Subaru LEGACY OUTBACK ASCENT CROSSTREK IMPREZA\", \"asin\": \"B0CL9FGHF7\", \"price\": \"$20.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"B072YV45X1\", \"price\": \"$29.00\"},\n {\"title\": \"K&N Engine Air Filter: Long Life 18,000 Mile Replacement Air Filter: Compatible with 2016-2019 Subaru H4 1.6/2.0/2.4 L (Ascent, Crosstrek, Forester, Impreza, XV), KNA-5064\", \"asin\": \"B0DHHLP1Q2\", \"price\": \"$19.73\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"B001C6Q34S\", \"price\": \"$14.50\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:32:59.010Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"\", \"price\": \"$14.50\", \"quantity\": \"\"},\n {\"title\": \"14 inch Rear Windshield Wiper Blade Replacement for Subaru Forester 2022-2006 Ascent 22-19 Impreza 11-04 Legacy 09-05 Outback 19-05 Tribeca 14-06 /Honda CRV 11-07 Fit 20-07 Back Window 14-B H354\", \"asin\": \"\", \"price\": \"$7.79\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n {\"title\": \"Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n {\"title\": \"Castrol EDGE 0W-20 Advanced Full Synthetic Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$71.91\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n {\"title\": \"Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Forccord 1Pcs Cabin Air Filter and 1Pcs Engine Air Filter Fit for Ford Bronco 2025 2024 2023 2022 2021 2.3L 2.7L Cabin Filter Engine Air Filter Replacement Car Accessories\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:33:01.756Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:33:01.756Z
|
click
|
nav_bar
|
rule
|
2025-04-21T19:33:01.756Z
|
train
| 992 |
2025-04-21T19:33:01.756Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": "1"},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "price": "$14.61", "quantity": "1"},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "price": "$11.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.43"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$12.37"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"promotion_items": [
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection", "asin": "", "price": "$14.50", "quantity": ""},
{"title": "14 inch Rear Windshield Wiper Blade Replacement for Subaru Forester 2022-2006 Ascent 22-19 Impreza 11-04 Legacy 09-05 Outback 19-05 Tribeca 14-06 /Honda CRV 11-07 Fit 20-07 Back Window 14-B H354", "asin": "", "price": "$7.79", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "", "quantity": ""},
{"title": "A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box", "asin": "", "price": "", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "", "price": "", "quantity": ""},
{"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "$13.97", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
{"title": "Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM", "asin": "", "price": "$29.00", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "", "price": "$13.34", "quantity": ""},
{"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "", "price": "$11.99", "quantity": ""},
{"title": "3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\"+17\"+14\" (Set of 3)", "asin": "", "price": "$22.61", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "", "price": "$15.81", "quantity": ""},
{"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "", "price": "$18.09", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\"/17\"/14\"(Set of 3)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "", "price": "$33.40", "quantity": ""},
{"title": "Castrol EDGE 0W-20 Advanced Full Synthetic Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$71.91", "quantity": ""},
{"title": "AUTOBOO 26\"+17\" Windshield Wipers with 14\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)", "asin": "", "price": "$20.53", "quantity": ""},
{"title": "Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "", "price": "$13.97", "quantity": ""},
{"title": "RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\" 17\" 14\" (Pack of 3)", "asin": "", "price": "$19.91", "quantity": ""},
{"title": "Forccord 1Pcs Cabin Air Filter and 1Pcs Engine Air Filter Fit for Ford Bronco 2025 2024 2023 2022 2021 2.3L 2.7L Cabin Filter Engine Air Filter Replacement Car Accessories", "asin": "", "price": "$32.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:33:01.756Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"index": 992,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"price\": \"$14.61\", \"quantity\": \"1\"},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"price\": \"$11.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.43\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$12.37\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard CA9997 Replacement Engine Air Filter for Select Subaru Models, Provides Up to 12 Months or 12,000 Miles Filter Protection\", \"asin\": \"\", \"price\": \"$14.50\", \"quantity\": \"\"},\n {\"title\": \"14 inch Rear Windshield Wiper Blade Replacement for Subaru Forester 2022-2006 Ascent 22-19 Impreza 11-04 Legacy 09-05 Outback 19-05 Tribeca 14-06 /Honda CRV 11-07 Fit 20-07 Back Window 14-B H354\", \"asin\": \"\", \"price\": \"$7.79\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n {\"title\": \"Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Cabin Air Filter with Activated Carbon Compatible with Subaru Model - Crosstrek 2016-2017, Forester 2009-2018, Impreza 2008-2016, WRX 2012-2021, XV Crosstrek 2013-2015 - Behind Glove Box\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade Intimate, Designed for Pubic Grooming, Trim & Shave with Extra Skin Protection, Waterproof, Model QP1924/70\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Element Air Filter for 2019-2025 Forester Ascent 2020-2024 Outback Legacy 2024-2025 Crosstrek Impreza 2022-2024 WRX - 16546AA16A - Genuine OEM\", \"asin\": \"\", \"price\": \"$29.00\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"3 Wipers Factory Replacement For Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Replacement Windshield Wiper Blades Set 26\\\"+17\\\"+14\\\" (Set of 3)\", \"asin\": \"\", \"price\": \"$22.61\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Forester 2019-2021 2022 2023 2024 Original Equipment Windshield Window Wiper Blades Set - 26\\\"/17\\\"/14\\\"(Set of 3)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"\", \"price\": \"$33.40\", \"quantity\": \"\"},\n {\"title\": \"Castrol EDGE 0W-20 Advanced Full Synthetic Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$71.91\", \"quantity\": \"\"},\n {\"title\": \"AUTOBOO 26\\\"+17\\\" Windshield Wipers with 14\\\" Rear Wiper Blade Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 -Original Factory Quality (Pack of 3)\", \"asin\": \"\", \"price\": \"$20.53\", \"quantity\": \"\"},\n {\"title\": \"Castrol GTX Full Synthetic 0W-20 Motor Oil, 5 Quarts, Pack of 3\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"RAINTOK Windshield Wiper Blades Replacement for Subaru Forester 2019 2020 2021 2022 2023 2024 Original Factory Quality Front Rear Wipers Blade Set for My Car - 26\\\" 17\\\" 14\\\" (Pack of 3)\", \"asin\": \"\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Forccord 1Pcs Cabin Air Filter and 1Pcs Engine Air Filter Fit for Ford Bronco 2025 2024 2023 2022 2021 2.3L 2.7L Cabin Filter Engine Air Filter Replacement Car Accessories\", \"asin\": \"\", \"price\": \"$32.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:33:01.756Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"BE-277 1-Pack\"}]},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:33:10.911Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:33:10.911Z
|
click
|
quantity
|
rule
|
2025-04-21T19:33:10.911Z
|
train
| 993 |
2025-04-21T19:33:10.911Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "quantity": ""},
{"title": "K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064", "asin": "B075TKKCTM", "price": "$49.84", "quantity": ""},
{"title": "Layrite Natural Matte Cream Oz", "asin": "/promo/A3IIQ1IEWUTX17", "price": "$24.50", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\"/16\"/12\"(Set of 3)", "asin": "/promo/A2HWSQIGSCFENE", "price": "$25.99", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "B000BUUTJ6", "price": "$5.44", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "B0BQX2RK69", "price": "$33.40", "quantity": ""}
],
"active_items": [
{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)", "asin": "B0CCBVY3BV", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "BE-277 1-Pack"}]},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1-2 Decks"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}
],
"saved_items": [
{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:33:10.911Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"index": 993,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n {\"title\": \"Spearhead Odor Defense Breathe Easy AC & Heater Cabin Filter | Fits 2019-24 Forester, 2022-24 WRX Like OEM | Up to 25% Longer Lasting w/Activated Carbon (BE-277)\", \"asin\": \"B0CCBVY3BV\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"BE-277 1-Pack\"}]},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:33:10.911Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:33:20.255Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:33:20.255Z
|
click
|
other
|
rule
|
2025-04-21T19:33:20.255Z
|
train
| 994 |
2025-04-21T19:33:20.255Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "quantity": ""},
{"title": "K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064", "asin": "B075TKKCTM", "price": "$49.84", "quantity": ""},
{"title": "Layrite Natural Matte Cream Oz", "asin": "/promo/A3IIQ1IEWUTX17", "price": "$24.50", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\"/16\"/12\"(Set of 3)", "asin": "/promo/A2HWSQIGSCFENE", "price": "$25.99", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "B000BUUTJ6", "price": "$5.44", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "B0BQX2RK69", "price": "$33.40", "quantity": ""}
],
"active_items": [
{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1-2 Decks"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}
],
"saved_items": [
{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:33:20.255Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"index": 994,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:33:20.255Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:33:26.185Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-21T19:33:26.185Z
|
purchase
|
B0DC6MJ3SP, B01FFOY006
|
rule
|
2025-04-21T19:33:26.185Z
|
train
| 995 |
2025-04-21T19:33:26.185Z
|
purchase
|
B0DC6MJ3SP, B01FFOY006
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A", "asin": "B0BLYPPNVN", "price": "$11.99", "quantity": ""},
{"title": "K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064", "asin": "B075TKKCTM", "price": "$49.84", "quantity": ""},
{"title": "Layrite Natural Matte Cream Oz", "asin": "/promo/A3IIQ1IEWUTX17", "price": "$24.50", "quantity": ""},
{"title": "3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\"/16\"/12\"(Set of 3)", "asin": "/promo/A2HWSQIGSCFENE", "price": "$25.99", "quantity": ""},
{"title": "AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024", "asin": "B08X8Y6FK3", "price": "$13.97", "quantity": ""},
{"title": "Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95", "asin": "B0795XF6MS", "price": "$26.96", "quantity": ""},
{"title": "FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles", "asin": "B07QRB9FQR", "price": "$13.34", "quantity": ""},
{"title": "PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX", "asin": "B07JBXL5NN", "price": "$18.09", "quantity": ""},
{"title": "Bicycle Playing Cards, Jumbo Index, 2 Pack", "asin": "B000BUUTJ6", "price": "$5.44", "quantity": ""},
{"title": "Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)", "asin": "B07VCKCPYK", "price": "$9.85", "quantity": ""},
{"title": "Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)", "asin": "B08KSPMRMK", "price": "$15.81", "quantity": ""},
{"title": "Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)", "asin": "B09SDKSXLZ", "price": "$7.60", "quantity": ""},
{"title": "Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65", "asin": "B078BF27BF", "price": "$27.96", "quantity": ""},
{"title": "Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)", "asin": "B0BQX2RK69", "price": "$33.40", "quantity": ""}
],
"active_items": [
{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "19-23 Forester"}]},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "delivery": "FREE delivery Mon, Apr 28 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "2 Count (Pack of 1)"}]}
],
"saved_items": [
{"title": "FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel", "asin": "B09Q69K331", "options": [{"Color": "1-2 Decks"}]},
{"title": "Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White", "asin": "B01J79RAXO", "options": [{"Size": "EV100 - 1 gallon"}, {"Style": "Humidifier"}]},
{"title": "Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)", "asin": "B00E92YWKY", "options": []},
{"title": "Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal", "asin": "B08TM2F4BH", "price": "$15.99", "options": [{"Color": "Black"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-21T19:33:26.185Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0DC6MJ3SP, B01FFOY006</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0DC6MJ3SP, B01FFOY006</answer_argument>",
"index": 995,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"A-Premium Engine Air Filter Compatible with Subaru Forester 2019-2022, Outback 2020-2022, Impreza 2017-2022, Crosstrek 2018-2022, Legacy, Ascent, WRX, Flexible Panel, Replace# 16546AA16A\", \"asin\": \"B0BLYPPNVN\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"K&N High-Flow Original Lifetime Engine Air Filter: Increase Power: Premium, Washable: Compatible with 2016-2025 Subaru: Ascent, Crosstrek, Forester, Impreza, Legacy, Outback, WRX, XV, 33-5064\", \"asin\": \"B075TKKCTM\", \"price\": \"$49.84\", \"quantity\": \"\"},\n {\"title\": \"Layrite Natural Matte Cream Oz\", \"asin\": \"/promo/A3IIQ1IEWUTX17\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"3 Factory Wiper Blade Replacement for Subaru Impreza 2017-2020 2021 2022 2023 Crosstrek 2018-2021 2022 2023 Original Equipment Windshield Window Wiper Blades Blades Set - 26\\\"/16\\\"/12\\\"(Set of 3)\", \"asin\": \"/promo/A2HWSQIGSCFENE\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"AirTechnik 72880FL000 Cabin Air Filter w/Activated Carbon | Fits Subaru Forester 2019-2025, WRX 2022-2024\", \"asin\": \"B08X8Y6FK3\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine W DiamondClean Toothbrush Heads, 2 Brush Heads, Black, HX6062/95\", \"asin\": \"B0795XF6MS\", \"price\": \"$26.96\", \"quantity\": \"\"},\n {\"title\": \"FRAM Extra Guard Flexible Panel Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA12295 for Select Subaru Vehicles\", \"asin\": \"B07QRB9FQR\", \"price\": \"$13.34\", \"quantity\": \"\"},\n {\"title\": \"PG Engine Air Filter PA99365 | Fits 2019-2025 Subaru Forester, 2018-2025 Crosstrek, 2020-2025 Outback, 2019-2025 Ascent, 2017-2025 Impreza, 2020-2025 Legacy, 2022-2025 WRX\", \"asin\": \"B07JBXL5NN\", \"price\": \"$18.09\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Playing Cards, Jumbo Index, 2 Pack\", \"asin\": \"B000BUUTJ6\", \"price\": \"$5.44\", \"quantity\": \"\"},\n {\"title\": \"Puroma Cabin Air Filter with Activated Carbon, Replacement for CP134, CF10134, Honda & Acura, Civic, CR-V, Odyssey, CSX, ILX, MDX, RDX, AT134 (1 pc)\", \"asin\": \"B07VCKCPYK\", \"price\": \"$9.85\", \"quantity\": \"\"},\n {\"title\": \"Spearhead MPG Defense Max Thrust Engine Air Filter For All Mileage Vehicles, Fits Like OEM, Restores MPG & Acceleration (MT-295)\", \"asin\": \"B08KSPMRMK\", \"price\": \"$15.81\", \"quantity\": \"\"},\n {\"title\": \"Bicycle Rider Back Playing Cards, Standard Index, Poker Cards, Premium Playing Cards, Red & Blue, 2 Count (Pack of 1)\", \"asin\": \"B09SDKSXLZ\", \"price\": \"$7.60\", \"quantity\": \"\"},\n {\"title\": \"Philips Sonicare Genuine C2 Optimal Plaque Control Toothbrush Heads, 3 Brush Heads, White, HX9023/65\", \"asin\": \"B078BF27BF\", \"price\": \"$27.96\", \"quantity\": \"\"},\n {\"title\": \"Subaru Engine Oil Filter & Crush Gasket Kit (1, 2, 3, 6, 12 pks available) Outback Legacy Impreza Forester XV Crosstrek Ascent 15208AA21A & 803916010 (3 Pack)\", \"asin\": \"B0BQX2RK69\", \"price\": \"$33.40\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19-23 Forester\"}]},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"delivery\": \"FREE delivery Mon, Apr 28 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"2 Count (Pack of 1)\"}]}\n ],\n \"saved_items\": [\n {\"title\": \"FEIERYA Automatic Card Shuffler 2 Deck,Battery-Operated Electric UNO Poker Shuffler,Playing Card Shuffler for Home Card Game,Travel\", \"asin\": \"B09Q69K331\", \"options\": [{\"Color\": \"1-2 Decks\"}]},\n {\"title\": \"Vornado EV100 Evaporative Whole Room Humidifier with SimpleTank, 1 Gallon Capacity, White\", \"asin\": \"B01J79RAXO\", \"options\": [{\"Size\": \"EV100 - 1 gallon\"}, {\"Style\": \"Humidifier\"}]},\n {\"title\": \"Green tea Marukyu Co., Ltd. Oyama Garden Isuzu 40g canned (Isuzu)\", \"asin\": \"B00E92YWKY\", \"options\": []},\n {\"title\": \"Saker Silicone Caulking Tools-3 in 1 Sealant Finishing Tool Grout Remove Scraper (Stainless Steelhead),Caulk Remover Glass Glue Angle Scraper for Bathroom,Kitchen,Floor,Window,Sink Joint,Frames Seal\", \"asin\": \"B08TM2F4BH\", \"price\": \"$15.99\", \"options\": [{\"Color\": \"Black\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-21T19:33:26.185Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.40\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CXHFTRM5\"\n},\n {\n \"title\": \"yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver\"\n},\n {\n \"price\": \"$59.99\"\n},\n {\n \"bullet_list\": \"ALLOY MINI SHAVER - yoose trendy portable alloy mini shaver 2.0 is here. Comprehensively upgraded to enhance your shaving experience. One-piece molded ALLOY body, 18 plating process to restore the mirror metal texture. Rounded shape for comfortable grip. TRAVEL SIZE, MINI PORTABLE - Shave on the go, shave whenever. Mini portable travel shavers are the hallmark of yoose. Home, travel, office, or keep it in the car for emergencies. For easy carrying and storage, the electric shaver for men comes with a storage leather case. RECHARGEABLE LI-ION BATTERY - The USB-C rechargeable shaver is equipped with a fast-charging Li-ion battery. Integrated dual battery cells with power endurance algorithm optimization. No more power anxiety. 400 mAh battery capacity, 1-hour charge for 30 days shaving. *Use for one minute a day for 30 days. WATERPROOF AND WASHABLE - Tested and certified IPX7 waterproof, the entire unit is washable (IPX7 means the shaver can be submerged in fresh water up to one meter deep for up to 30 minutes). Easily clean your men's electric shaver by removing the shaver head and rinsing with water to remove beard debris. The shaver works in wet and dry conditions, allowing you to shower and still use it. SUPERIOR SHAVING SYSTEM - Double-ring curved mesh. 0.1-micron facial fit. SMOOTH silky responsive design. 100,000 shaves per minute. 8000 rpm motor. Travel lock feature. Every feature upgrade is designed to keep you satisfied with yoose electric razor. Get a clean shave in comfort.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Alloy Silver\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...\", \"asin\": \"B0DWXCS4YN\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...\", \"asin\": \"B0DNMVLQZR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...\", \"asin\": \"B0DWXB3T5Y\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco Shaver 3900 Series, Wet and Dry Electric Shaver, P-Cap, Travel Pouch, Charging Stand, Storm Blue, Model S3341/92\", \"asin\": \"B0CLX1573H\", \"price\": \"$63.96\", \"quantity\": \"\"},\n {\"title\": \"Detachable Head Shavers, SHPAVVER 5 in 1 Electric Razor IPX7 Waterproof for Bald Me...\", \"asin\": \"B0DW8HC69R\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Brightup Foil Shaver, Electric Razor & Shavers for Men with Trimmer, 150 Min Runtime, Waterproof Double Floating Blades for Close Shaving Face, Cordless USB C Rechargeable, Travel Lock/LED Display\", \"asin\": \"B0DYP4TJSH\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Head Shavers for Bald Men, Detachable Head Shaver, IPX7 Waterproof Wet Dry Bald Hea...\", \"asin\": \"B0DWX39Q7H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"MANSCAPED\\u00ae The Handyman\\u2122 Compact Face Shaver \\u2013 Portable Men\\u2019s Travel Facial Hair Groomer, USB-C Rechargeable Razor, Electric Foil Face Shaver, Waterproof, Cordless, Dual-Action SkinSafe\\u00ae Foil Blades\", \"asin\": \"B0C9LKH31T\", \"price\": \"$63.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...\", \"asin\": \"B0DNMVLQZR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...\", \"asin\": \"B0DWXCS4YN\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"MANSCAPED\\u00ae The Chairman\\u2122 PRO Men\\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck\", \"asin\": \"B0DDQV59B3\", \"price\": \"$119.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Razors for Men Foil Shavers Mini Travel Beard Trimmer for Men Sensitive Sk...\", \"asin\": \"B0DZ1XK6Z8\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...\", \"asin\": \"B0DWXB3T5Y\", \"price\": \"$37.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver\", \"asin\": \"B0CXHFTRM5\", \"price\": \"$59.99\"},\n {\"title\": \"Mini Portable Electric Shaver, MAXGROOM 8500RPM Compact Motor Electric Razor for Men (Mini)\", \"asin\": \"B0D25QQVP6\", \"price\": \"$29.99\"},\n {\"title\": \"Mini Electric Shaver,Kongeeker Portable Cordless Rechargeable Travel Shaverfor Men, Black\", \"asin\": \"B0D8F1XL49\", \"price\": \"$24.99\"},\n {\"title\": \"Mini Dual-Head Electric Shaver, Portable Electric Razor for Men, Pocket Size Washable Double Head, Rechargeable Waterproof Shaver for Home, Car, Travel\", \"asin\": \"B0DS8N2Q1K\", \"price\": \"$59.99\"},\n {\"title\": \"yoose Foil Shaver Set, Mini Portable Alloy Electric Razor for Men, 2 Speeds, Cordless, USB-C Rechargeable, IPX7 Waterproof, Dry Shave, Battery Indicator, Travel Lock, Travel Electric Shaver, Silver\", \"asin\": \"B0BTYTPMTC\", \"price\": \"$24.50\"},\n {\"title\": \"Mini Electric Shaver for Men, Upgrade Pocket Dual Head Shaver, Portable Razor for Men, Rechargeable Waterproof Compact Travel Electric Razor, USB Close Battery shavers (Blue)\", \"asin\": \"B0DXDQC2H4\", \"price\": \"$29.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T13:00:14.715Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-23T13:00:14.715Z
|
click
|
other
|
rule
|
2025-04-23T13:00:14.715Z
|
train
| 996 |
2025-04-23T13:00:14.715Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.40"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}
],
"product_details": [
{
"asin": "B0CXHFTRM5"
},
{
"title": "yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver"
},
{
"price": "$59.99"
},
{
"bullet_list": "ALLOY MINI SHAVER - yoose trendy portable alloy mini shaver 2.0 is here. Comprehensively upgraded to enhance your shaving experience. One-piece molded ALLOY body, 18 plating process to restore the mirror metal texture. Rounded shape for comfortable grip. TRAVEL SIZE, MINI PORTABLE - Shave on the go, shave whenever. Mini portable travel shavers are the hallmark of yoose. Home, travel, office, or keep it in the car for emergencies. For easy carrying and storage, the electric shaver for men comes with a storage leather case. RECHARGEABLE LI-ION BATTERY - The USB-C rechargeable shaver is equipped with a fast-charging Li-ion battery. Integrated dual battery cells with power endurance algorithm optimization. No more power anxiety. 400 mAh battery capacity, 1-hour charge for 30 days shaving. *Use for one minute a day for 30 days. WATERPROOF AND WASHABLE - Tested and certified IPX7 waterproof, the entire unit is washable (IPX7 means the shaver can be submerged in fresh water up to one meter deep for up to 30 minutes). Easily clean your men's electric shaver by removing the shaver head and rinsing with water to remove beard debris. The shaver works in wet and dry conditions, allowing you to shower and still use it. SUPERIOR SHAVING SYSTEM - Double-ring curved mesh. 0.1-micron facial fit. SMOOTH silky responsive design. 100,000 shaves per minute. 8000 rpm motor. Travel lock feature. Every feature upgrade is designed to keep you satisfied with yoose electric razor. Get a clean shave in comfort."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Alloy Silver"
}
],
"promotion_items": [
{"title": "Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...", "asin": "B0DWXCS4YN", "price": "$38.99", "quantity": ""},
{"title": "Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...", "asin": "B0DNMVLQZR", "price": "$39.99", "quantity": ""},
{"title": "Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...", "asin": "B0DWXB3T5Y", "price": "$37.99", "quantity": ""},
{"title": "Philips Norelco Shaver 3900 Series, Wet and Dry Electric Shaver, P-Cap, Travel Pouch, Charging Stand, Storm Blue, Model S3341/92", "asin": "B0CLX1573H", "price": "$63.96", "quantity": ""},
{"title": "Detachable Head Shavers, SHPAVVER 5 in 1 Electric Razor IPX7 Waterproof for Bald Me...", "asin": "B0DW8HC69R", "price": "$39.99", "quantity": ""},
{"title": "Brightup Foil Shaver, Electric Razor & Shavers for Men with Trimmer, 150 Min Runtime, Waterproof Double Floating Blades for Close Shaving Face, Cordless USB C Rechargeable, Travel Lock/LED Display", "asin": "B0DYP4TJSH", "price": "$32.99", "quantity": ""},
{"title": "Head Shavers for Bald Men, Detachable Head Shaver, IPX7 Waterproof Wet Dry Bald Hea...", "asin": "B0DWX39Q7H", "price": "$39.99", "quantity": ""},
{"title": "MANSCAPED\u00ae The Handyman\u2122 Compact Face Shaver \u2013 Portable Men\u2019s Travel Facial Hair Groomer, USB-C Rechargeable Razor, Electric Foil Face Shaver, Waterproof, Cordless, Dual-Action SkinSafe\u00ae Foil Blades", "asin": "B0C9LKH31T", "price": "$63.99", "quantity": ""},
{"title": "Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...", "asin": "B0DNMVLQZR", "price": "$39.99", "quantity": ""},
{"title": "Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...", "asin": "B0DWXCS4YN", "price": "$38.99", "quantity": ""},
{"title": "Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90", "asin": "B0BZQTSBWZ", "price": "$37.96", "quantity": ""},
{"title": "MANSCAPED\u00ae The Chairman\u2122 PRO Men\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck", "asin": "B0DDQV59B3", "price": "$119.99", "quantity": ""},
{"title": "Electric Razors for Men Foil Shavers Mini Travel Beard Trimmer for Men Sensitive Sk...", "asin": "B0DZ1XK6Z8", "price": "$38.99", "quantity": ""},
{"title": "Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...", "asin": "B0DWXB3T5Y", "price": "$37.99", "quantity": ""}
],
"comparison_items": [
{"title": "yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver", "asin": "B0CXHFTRM5", "price": "$59.99"},
{"title": "Mini Portable Electric Shaver, MAXGROOM 8500RPM Compact Motor Electric Razor for Men (Mini)", "asin": "B0D25QQVP6", "price": "$29.99"},
{"title": "Mini Electric Shaver,Kongeeker Portable Cordless Rechargeable Travel Shaverfor Men, Black", "asin": "B0D8F1XL49", "price": "$24.99"},
{"title": "Mini Dual-Head Electric Shaver, Portable Electric Razor for Men, Pocket Size Washable Double Head, Rechargeable Waterproof Shaver for Home, Car, Travel", "asin": "B0DS8N2Q1K", "price": "$59.99"},
{"title": "yoose Foil Shaver Set, Mini Portable Alloy Electric Razor for Men, 2 Speeds, Cordless, USB-C Rechargeable, IPX7 Waterproof, Dry Shave, Battery Indicator, Travel Lock, Travel Electric Shaver, Silver", "asin": "B0BTYTPMTC", "price": "$24.50"},
{"title": "Mini Electric Shaver for Men, Upgrade Pocket Dual Head Shaver, Portable Razor for Men, Rechargeable Waterproof Compact Travel Electric Razor, USB Close Battery shavers (Blue)", "asin": "B0DXDQC2H4", "price": "$29.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-23T13:00:14.715Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"index": 996,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.40\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CXHFTRM5\"\n},\n {\n \"title\": \"yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver\"\n},\n {\n \"price\": \"$59.99\"\n},\n {\n \"bullet_list\": \"ALLOY MINI SHAVER - yoose trendy portable alloy mini shaver 2.0 is here. Comprehensively upgraded to enhance your shaving experience. One-piece molded ALLOY body, 18 plating process to restore the mirror metal texture. Rounded shape for comfortable grip. TRAVEL SIZE, MINI PORTABLE - Shave on the go, shave whenever. Mini portable travel shavers are the hallmark of yoose. Home, travel, office, or keep it in the car for emergencies. For easy carrying and storage, the electric shaver for men comes with a storage leather case. RECHARGEABLE LI-ION BATTERY - The USB-C rechargeable shaver is equipped with a fast-charging Li-ion battery. Integrated dual battery cells with power endurance algorithm optimization. No more power anxiety. 400 mAh battery capacity, 1-hour charge for 30 days shaving. *Use for one minute a day for 30 days. WATERPROOF AND WASHABLE - Tested and certified IPX7 waterproof, the entire unit is washable (IPX7 means the shaver can be submerged in fresh water up to one meter deep for up to 30 minutes). Easily clean your men's electric shaver by removing the shaver head and rinsing with water to remove beard debris. The shaver works in wet and dry conditions, allowing you to shower and still use it. SUPERIOR SHAVING SYSTEM - Double-ring curved mesh. 0.1-micron facial fit. SMOOTH silky responsive design. 100,000 shaves per minute. 8000 rpm motor. Travel lock feature. Every feature upgrade is designed to keep you satisfied with yoose electric razor. Get a clean shave in comfort.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Alloy Silver\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...\", \"asin\": \"B0DWXCS4YN\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...\", \"asin\": \"B0DNMVLQZR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...\", \"asin\": \"B0DWXB3T5Y\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco Shaver 3900 Series, Wet and Dry Electric Shaver, P-Cap, Travel Pouch, Charging Stand, Storm Blue, Model S3341/92\", \"asin\": \"B0CLX1573H\", \"price\": \"$63.96\", \"quantity\": \"\"},\n {\"title\": \"Detachable Head Shavers, SHPAVVER 5 in 1 Electric Razor IPX7 Waterproof for Bald Me...\", \"asin\": \"B0DW8HC69R\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Brightup Foil Shaver, Electric Razor & Shavers for Men with Trimmer, 150 Min Runtime, Waterproof Double Floating Blades for Close Shaving Face, Cordless USB C Rechargeable, Travel Lock/LED Display\", \"asin\": \"B0DYP4TJSH\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Head Shavers for Bald Men, Detachable Head Shaver, IPX7 Waterproof Wet Dry Bald Hea...\", \"asin\": \"B0DWX39Q7H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"MANSCAPED\\u00ae The Handyman\\u2122 Compact Face Shaver \\u2013 Portable Men\\u2019s Travel Facial Hair Groomer, USB-C Rechargeable Razor, Electric Foil Face Shaver, Waterproof, Cordless, Dual-Action SkinSafe\\u00ae Foil Blades\", \"asin\": \"B0C9LKH31T\", \"price\": \"$63.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Mini Electric Razor, Compact Face Shaver, IPX7 Water...\", \"asin\": \"B0DNMVLQZR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Razor, Upgraded Mini Electric Shaver for Men, Foil Shaver for Men with 3 B...\", \"asin\": \"B0DWXCS4YN\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Philips Norelco OneBlade 360 Hybrid Face, Electric Beard Trimmer and Shaver, with 360 Blade Technology, 1x 360 Blade for Face, 5in1 Adjustable Comb, Model QP2724/90\", \"asin\": \"B0BZQTSBWZ\", \"price\": \"$37.96\", \"quantity\": \"\"},\n {\"title\": \"MANSCAPED\\u00ae The Chairman\\u2122 PRO Men\\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck\", \"asin\": \"B0DDQV59B3\", \"price\": \"$119.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Razors for Men Foil Shavers Mini Travel Beard Trimmer for Men Sensitive Sk...\", \"asin\": \"B0DZ1XK6Z8\", \"price\": \"$38.99\", \"quantity\": \"\"},\n {\"title\": \"Electric Foil Shavers for Men, Upgraded Mini Electric Razor with LED Display, Compa...\", \"asin\": \"B0DWXB3T5Y\", \"price\": \"$37.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"yoose Mini Shaver On-The-Go, Portable Alloy Electric Shaver for Men, Cordless Travel Shavers, Dry Shave, USB-C Rechargeable Electric Razor, IPX7 Waterproof, Easy Cleaning, Battery Indicator, Silver\", \"asin\": \"B0CXHFTRM5\", \"price\": \"$59.99\"},\n {\"title\": \"Mini Portable Electric Shaver, MAXGROOM 8500RPM Compact Motor Electric Razor for Men (Mini)\", \"asin\": \"B0D25QQVP6\", \"price\": \"$29.99\"},\n {\"title\": \"Mini Electric Shaver,Kongeeker Portable Cordless Rechargeable Travel Shaverfor Men, Black\", \"asin\": \"B0D8F1XL49\", \"price\": \"$24.99\"},\n {\"title\": \"Mini Dual-Head Electric Shaver, Portable Electric Razor for Men, Pocket Size Washable Double Head, Rechargeable Waterproof Shaver for Home, Car, Travel\", \"asin\": \"B0DS8N2Q1K\", \"price\": \"$59.99\"},\n {\"title\": \"yoose Foil Shaver Set, Mini Portable Alloy Electric Razor for Men, 2 Speeds, Cordless, USB-C Rechargeable, IPX7 Waterproof, Dry Shave, Battery Indicator, Travel Lock, Travel Electric Shaver, Silver\", \"asin\": \"B0BTYTPMTC\", \"price\": \"$24.50\"},\n {\"title\": \"Mini Electric Shaver for Men, Upgrade Pocket Dual Head Shaver, Portable Razor for Men, Rechargeable Waterproof Compact Travel Electric Razor, USB Close Battery shavers (Blue)\", \"asin\": \"B0DXDQC2H4\", \"price\": \"$29.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T13:00:14.715Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"table\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.40\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}\n ],\n \"promotion_items\": [\n {\"title\": \"SHW Mission 40-Inch Home Office Computer Desk, Black \", \"asin\": \"B08YWYVTS4\", \"price\": \"$65.87\", \"quantity\": \"\"},\n {\"title\": \"SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table \", \"asin\": \"B0CYZVFK28\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding \", \"asin\": \"B0D8K66FZJ\", \"price\": \"$57.50\", \"quantity\": \"\"},\n {\"title\": \"Outdoor Metal Frame Rectangle Patio Dining Table with Slat Top and Umbrella Hole 63\\\"x38\\\" for 6 Person - Black \", \"asin\": \"B0CST6Z2BS\", \"price\": \"$174.99\", \"quantity\": \"\"},\n {\"title\": \"EMMA + OLIVER 5-Foot Height Adjustable Bi-Fold Granite White Plastic Folding Table with Handle \", \"asin\": \"B07MWHP4YN\", \"price\": \"$79.79\", \"quantity\": \"\"},\n {\"title\": \"End Table with Shelves 16 Inch Square 2-Tier Coffee Tea Wooden Beside Nightstand for Sofa Couch Bed Industrial Style for Living Room Bedroom Rustic Brown 1PC \", \"asin\": \"B0DNH2Z3CK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"Sophia & William Black Expandable Patio Dining Tables Metal Outdoor Table for 6-8 Person Lawn Garden Bistro Rectangular Table \", \"asin\": \"B08L76SZD1\", \"price\": \"$451.99\", \"quantity\": \"\"},\n {\"title\": \"MFSTUDIO Outdoor Patio Dining Table for 6, Rectangle Metal Patio Table 64\\\"x38\\\" Wood-Like Tabletop with Adjustable Umbrella Hole for Deck,Backyard,Lawn,Garden \", \"asin\": \"B0BVRGBBPH\", \"price\": \"$276.99\", \"quantity\": \"\"},\n {\"title\": \"63\\u201d Glass Dining Table Set for 6,Modern Dining Room Table Set for 6,Kitchen Table and PU Leather Chairs for 6, Dinner Table with Rectangle Tempered Glass Top and Chrome Silver Base \", \"asin\": \"B0CSYC6BN5\", \"price\": \"$836.99\", \"quantity\": \"\"},\n {\"title\": \"Dining Table Set for 6, Kitchen Table Chairs Set of 6, Modern Dining Room Set with 63'' Marble Dinner Table PU Leather Upholstered Chairs for Kitchen (White-C, White Table with 6 Chairs) \", \"asin\": \"B0CTHH86XL\", \"price\": \"$699.98\", \"quantity\": \"\"},\n {\"title\": \"Skull Shaver Carver PRO 3 Head Replacement Blade | Electric Shaver Replacement Heads\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Pitbull Gold PRO Electric Head and Face Shaver\", \"asin\": \"B08GQFV54Z\", \"price\": \"$109.97\", \"quantity\": \"\"},\n {\"title\": \"MANSCAPED\\u00ae The Chairman\\u2122 PRO Men\\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck\", \"asin\": \"B0DDQV59B3\", \"price\": \"$119.99\", \"quantity\": \"\"},\n {\"title\": \"Skull Shaver Pitbull Platinum Pro:Head Shaver for Men - Bald Head Shavers with Wet/Dry Technology, Ergonomic Design, Travel Lock, and Accessories. Perfect Grooming Kit and Prime Gift for Men\", \"asin\": \"B081B874K5\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"SH30 Replacement Heads for Philips Norelco Shaver Series 3000, 2000, 1000 and S1560, SH30 Blades for Philips Norelco 3900, 3600, 2400, 6 Pieces of Pack\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"SURKER Electric Shaver Razor Cordless Beard Trimmer for Men Nose Hair Trimmer 3 in 1 Trimmer Grooming Kit Plus 1 Facial Cleansing Brush Waterproof USB Rechargeable Dry Wet\", \"asin\": \"B07W8TQ2QL\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"SH98 Replacement Heads for Philips Norelco Shavers Series 9000,Wet/Dry Use, Dual Stainless Steel Blades, for men.\", \"asin\": \"B0F2DFCDR7\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011-2025 Ford F-150, 2015-2025 Expedition, 2015-2025 Lincoln Navigator, 2011-2016 Ford F-250 Super Duty, 2010-2016 F-350 Super Duty\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n {\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n {\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"SHW Mission Home Office 48-Inch Computer Desk, Black.\\\" Limited time Deal. Price was $109.99. Current price is $73.03 after 34% off. Eligible for Prime.\",\n \"asin\": \"B07Q33BDKC\"\n},\n {\n \"title\": \"Go to detail page for \\\"SHW Mission 40-Inch Home Office Computer Desk, Black.\\\" sbx-creatives-price. Eligible for Prime.\",\n \"asin\": \"B08YWYVTS4\"\n},\n {\n \"title\": \"Go to detail page for \\\"SHW 55-Inch Commercial-Grade Office Computer Desk, Espresso.\\\" sbx-creatives-price. Eligible for Prime.\",\n \"asin\": \"B07D5NWDB7\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Cubiker Standing Desk, Stand up Height Adjustable Home Office Electric Desk, 40 x 24 Inch Sit Stand Desk with Splice Board, White Desktop\", \"asin\": \"B0DP2QXSB2\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 \"},\n {\"title\": \"SHW Mission 40-Inch Home Office Computer Desk, Black\", \"asin\": \"B08YWYVTS4\", \"price\": \"$65.87\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25 \"},\n {\"title\": \"FEZIBO Electric Standing Desk Adjustable Height, 48 x 24 Inch Sit and Stand Desk, Home Office Desk, Ergonomic Workstation Computer Desk, Rustic Brown\", \"asin\": \"B0DR25DH7V\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n {\"title\": \"SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table\", \"asin\": \"B0CYZVFK28\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 28 - 29 \"},\n {\"title\": \"FLEXISPOT EN1 Whole-Piece Standing Desk 48 x 24 Inches Electric Height Adjustable Desk Sit Stand Desk Home Office Desks (Black Frame + Black Table Top)\", \"asin\": \"B08BHPMYGK\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n {\"title\": \"SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black\", \"asin\": \"B0BDFRN629\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"PayLessHere Folding Tables Plastic 6ft Half Portable Foldable Table for for Parties Wedding BBQ Camping, White 6 FT\", \"asin\": \"B0CW1QNTB7\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Apr 29 - May 1\"},\n {\"title\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)\", \"asin\": \"B0CLRLGY4N\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 29 - May 1\"},\n {\"title\": \"ODK 48 Inches Computer Desk for Home Office, Office Table for Small Spaces, Writing Desk with Headphone Hooks, Black\", \"asin\": \"B0DXTG47TB\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n {\"title\": \"Furinno Just 3-Tier Turn-N-Tube End Table / Side Table / Night Stand / Bedside Table with Plastic Poles, 1-Pack, Columbia Walnut/Black\", \"asin\": \"B07FKX3H1H\", \"price\": \"$25.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"40 * 24 Electric Standing Desk, Adjustable Height Sit Stand Up Desk, Motorized Home Office Computer Gaming Workstation Desk\", \"asin\": \"B0DDWRHG4V\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Thu, May 1 Only 4 left in stock - order soon.\"},\n {\"title\": \"Veken 47.2 Inch Electric Standing Desk, Height Adjustable Sit Stand Up, Wood Desktop, Work Home Office Computer PC Desks, Gaming Writing Study Bedroom Rising Table, Tall Standup Workstation, White\", \"asin\": \"B0CYT8W348\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24 \"},\n {\"title\": \"SANODESK Standing Desk Height Adjustable Electric 40x24 Inches Sit Stand Desk for Home Office with Splice Board, White Frame/Maple Top\", \"asin\": \"B0D83717P5\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n {\"title\": \"Kingant Standing Desk Height Adjustable Small Electric Stand Up Desks [35 x 20 Inch] - Ergonomic Sit Stand Desk Rising Desks for Home Office Computer Desk Stand Desk Workstation\", \"asin\": \"B0DK6P975J\", \"price\": \"$124.99\", \"delivery\": \"FREE delivery Tue, Apr 29 Or fastest delivery Mon, Apr 28 \"},\n {\"title\": \"6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding\", \"asin\": \"B0D8K66FZJ\", \"price\": \"$57.50\", \"delivery\": \"FREE delivery Apr 28 - 29 \"},\n {\"title\": \"Sweetcrispy Computer Desk - 32 Inch Small Office Writing Work Study Kids Student Teacher Home Bedroom Table Storage Bag Headphone Hooks & no Wheels - White\", \"asin\": \"B0CGZVJVSN\", \"price\": \"$26.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon\"},\n {\"title\": \"Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space\", \"asin\": \"B0B93L5WPW\", \"price\": \"$53.99\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n {\"title\": \"Kitstorack TV Tray Table, Adjustable Height & 90\\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces\", \"asin\": \"B0DGPJZNQ3\", \"price\": \"$34.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"VASAGLE Side Table, Small End Table, Tall Nightstand for Living Room, Bedroom, Office, Bathroom, Rustic Brown and Classic Black ULET273B01\", \"asin\": \"B08JV2MTWZ\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO Narrow Console Table, 29.5\\\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01\", \"asin\": \"B09NL1RH4D\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HUANUO 48\\\" x 24\\\" Electric Standing Desk Adjustable Height, 4 Memory Height Settings, Headphone Hook, Cable Manager, Sit Stand Up Desk for Home Office & Computer Workstation, Black\", \"asin\": \"B0CFXM4TGG\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery May 1 - 2 \"},\n {\"title\": \"ErGear Whole Piece Standing Desk, Adjustable Stand Up Desk with Cable Management Tray, Electric Computer Workstation for Home Office, 48x24 inch, Black, EGESD64B\", \"asin\": \"B0CSMX88CY\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, Apr 28 \"},\n {\"title\": \"Electric Adjustable Height Standing Desk - 40 x 24 inch Sit to Stand Up Desk with Splice Board, Rising Home Office Computer Table with 2 Hook and Wire Hole for Work\", \"asin\": \"B0DKM34HNW\", \"price\": \"$80.99\", \"delivery\": \"FREE delivery May 5 - 8 Or fastest delivery May 1 - 5 \"},\n {\"title\": \"HUANUO Electric Standing Desk, 71 x 35 inch Large Height Adjustable Table, Powerful Brushless Motor, 4 Memory Preset, Sit Stand Up Desk, Home Office Computer Table with Thick T-Shaped Frame\", \"asin\": \"B0D5L8Z5LG\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Mon, Apr 28 \"},\n {\"title\": \"FLEXISPOT Mobile Standing Desk with Wheels Pneumatic Laptop Desk Rolling Computer Cart Movable Height Adjustable Small Sit Stand Desk Computer Workstations Home Use\\uff0827.6\\\" W x 15.7\\\" D,White\", \"asin\": \"B0DCZHJ4FH\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n {\"title\": \"Lifetime Fold-in-Half Adjustable Folding Table, 4 Foot\", \"asin\": \"B003YJPC2A\", \"price\": \"$44.98\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"HOOBRO End Table, 3-Tier Narrow Side Table, Nightstand with 2 Flat or Slant Adjustable Shelves for Small Spaces, Hallway, Living Room, Bedroom, Sturdy, Easy Assembly, Rustic Brown and Black BF23BZ01G1\", \"asin\": \"B086KWJXLC\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"DUMOS 32 Inch Office Small Computer Desk Modern Simple Style Writing Study Work Table for Home Bedroom - Wood Brown\", \"asin\": \"B0DQKT5826\", \"price\": \"$26.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"HOOBRO End Table with Charging Station and USB Ports, Small Side Table for Small Space, 3-Tier Nightstand with Adjustable Shelf, for Living Room, Bedroom and Balcony, Rustic Brown BF112BZ01\", \"asin\": \"B09X395CNV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"COSCO Fold-in-Half Banquet Table w/Handle, 6ft, White\", \"asin\": \"B001D25TJQ\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery May 12 - 27 Or fastest delivery May 12 - 26 Only 1 left in stock - order soon.\"},\n {\"title\": \"Gaming Home Office Computer Desk with Monitor Stand, Writing Desk for 2 Monitors, Adjustable Storage Space (Vintage, 47)\", \"asin\": \"B0DZHK4QFR\", \"price\": \"$53.99\", \"delivery\": \"FREE delivery Thu, May 1 \"},\n {\"title\": \"Best Choice Products 4ft Plastic Folding Table, Indoor Outdoor Heavy Duty Portable w/Handle, Lock for Picnic, Party, Camping - Black\", \"asin\": \"B0CJL65PLM\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n {\"title\": \"Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown\", \"asin\": \"B0CQC7LCMW\", \"price\": \"$56.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White\", \"asin\": \"B0BPH7DLNZ\", \"price\": \"$60.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment,Tray Table for Hospital or Home Use, Bedside Rolling Overbed Table, Silver Vein\", \"asin\": \"B002VWJZ8S\", \"price\": \"$49.00\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown\", \"asin\": \"B0CHDKQFJ8\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch\", \"asin\": \"B0CK8H31Y1\", \"price\": \"$77.96\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01\", \"asin\": \"B0C1NWN2JS\", \"price\": \"$39.55\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)\", \"asin\": \"B07DRGZMHQ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black\", \"asin\": \"B0CBNHYKF7\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Lifetime 28241 Adjustable Folding Laptop Table TV Tray, 30 Inch, White Granite\", \"asin\": \"B0006D50RO\", \"price\": \"$37.90\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"Amazon Basics Heavy Duty Portable Folding Table 6 ft with Carrying Handle, Indoor & Outdoor, Black\", \"asin\": \"B0D1CB1R2S\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"FURINNO Simplistic Study Table, Espresso\", \"asin\": \"B00NIYX9LC\", \"price\": \"$15.44\", \"delivery\": \"FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon\"},\n {\"title\": \"Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\\\"L x 19\\\"W x 26\\\"H\", \"asin\": \"B07MDJM5QD\", \"price\": \"$78.39\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Sofa Armrest Tray Table for Couch - 360\\u00b0 Swivel Height Adjustable End for Small Spaces, Snack Side Table for Bed or Chair with Phone & Tablet Slot (Rustic,Standard)\", \"asin\": \"B0CSFJ16ZV\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Furinno Simplistic Set of 2 End Table, Dark Walnut\", \"asin\": \"B075PYBGKK\", \"price\": \"$40.87\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 2-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF71XG01\", \"asin\": \"B0CK195P4V\", \"price\": \"$39.59\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame\", \"asin\": \"B00OYJCM0O\"},\n {\"title\": \"VASAGLE C-Shaped End Table, Small Side Table for Couch, Sofa Table with Metal Frame for Living Room, Bedroom, Bedside, Rustic Brown and Black\", \"asin\": \"B08VDQN8H5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 3-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF72XG01\", \"asin\": \"B0C1P1XWCT\", \"price\": \"$45.04\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Furologee Entryway Table, 38'' Console Sofa Table with 3 Fabric Drawers for Entry Way, Industrial Storage Shelves, Display Shelf for Living Room, Hallway, Entrance, Foyer, Rustic Brown\", \"asin\": \"B0CGLKGYQ7\", \"price\": \"$56.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table, Small Entryway Table with Shelf, 2 Tier Thin Sofa Table, Side Table, for Hallway, Living Room, Bedroom, Rustic Brown and Black BF74XG01\", \"asin\": \"B0BFGXC4ZK\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black\", \"asin\": \"B0CNVVYTX2\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Folding Camping Table with Storage Net, 3ft Camping Table Aluminum Folding Table with 3 Adjustable Height Max 27.1 Inch Picnic Table Portable Table for Outdoor Backyard BBQ, Pure Black\", \"asin\": \"B0CMCZWM5G\", \"price\": \"$57.89\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01\", \"asin\": \"B09MTGKK9R\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"Furologee End Table with Charging Station, Nightstand with Fabric Drawers, Side Tables with USB Ports & Outlets, Night Stand with Storage Shelf & Hooks, for Living Room/Bedroom, White\", \"asin\": \"B0CB31VBK8\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Huuger Nightstand with Charging Station, Side Table with Fabric Drawers, End Table with Open Shelf, Bedside Table with USB Ports and Outlets, Night Stand for Bedroom, Rustic Brown and Black\", \"asin\": \"B0C1Y5VL8D\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"FURINNO Simplistic Study Table, Pink, 15.5 in x 31.5 in x 29.75 in (D x W x H)\", \"asin\": \"B07HGCMZYM\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Cosco Folding Serving Table, 20\\\" x 48\\\", Antique Linen\", \"asin\": \"B00SOWJS22\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Small Side Table for Small Space, 3-Tier Narrow End Table with Magazine Holder,Slim Nightstand, Skinny Snack Couch Table in Living Room, Bedroom Study and Balcony (Rustic Brown) Patent Pending\", \"asin\": \"B0CGLYSTNC\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table\", \"asin\": \"B0C4H1VSMX\", \"price\": \"$29.95\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"QEEIG Narrow C Shaped Side Table Set of 2 Living Room Sets Slim Couch Tray Tables Skinny Thin Small Farmhouse 7 inch Width, Rustic Brown (017-18BN)\", \"asin\": \"B0BV6KN8Q8\", \"price\": \"$39.82\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO Small Narrow Side Table with Charging Station, Skinny End Table for Small Spaces, Slim Nightstand with USB Ports Outlet, Sofa Beside Table with Storage Shelf, Rustic Brown and Black BF102UBZ01\", \"asin\": \"B0C6M33CB7\", \"price\": \"$28.79\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Innova Inversion Table with Adjustable Headrest, Reversible Ankle Holders, and 300 lb Weight Capacity\", \"asin\": \"B003QCI4GG\", \"price\": \"$124.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T13:57:59.984Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-23T13:57:59.984Z
|
click_product
|
B0CW1QNTB7
|
rule
|
2025-04-23T13:57:59.984Z
|
train
| 997 |
2025-04-23T13:57:59.984Z
|
click_product
|
B0CW1QNTB7
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "table"
}
],
"cart_items": [
{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$25.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$14.40"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$13.65"}
],
"promotion_items": [
{"title": "SHW Mission 40-Inch Home Office Computer Desk, Black ", "asin": "B08YWYVTS4", "price": "$65.87", "quantity": ""},
{"title": "SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table ", "asin": "B0CYZVFK28", "price": "$109.99", "quantity": ""},
{"title": "6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding ", "asin": "B0D8K66FZJ", "price": "$57.50", "quantity": ""},
{"title": "Outdoor Metal Frame Rectangle Patio Dining Table with Slat Top and Umbrella Hole 63\"x38\" for 6 Person - Black ", "asin": "B0CST6Z2BS", "price": "$174.99", "quantity": ""},
{"title": "EMMA + OLIVER 5-Foot Height Adjustable Bi-Fold Granite White Plastic Folding Table with Handle ", "asin": "B07MWHP4YN", "price": "$79.79", "quantity": ""},
{"title": "End Table with Shelves 16 Inch Square 2-Tier Coffee Tea Wooden Beside Nightstand for Sofa Couch Bed Industrial Style for Living Room Bedroom Rustic Brown 1PC ", "asin": "B0DNH2Z3CK", "price": "$45.99", "quantity": ""},
{"title": "Sophia & William Black Expandable Patio Dining Tables Metal Outdoor Table for 6-8 Person Lawn Garden Bistro Rectangular Table ", "asin": "B08L76SZD1", "price": "$451.99", "quantity": ""},
{"title": "MFSTUDIO Outdoor Patio Dining Table for 6, Rectangle Metal Patio Table 64\"x38\" Wood-Like Tabletop with Adjustable Umbrella Hole for Deck,Backyard,Lawn,Garden ", "asin": "B0BVRGBBPH", "price": "$276.99", "quantity": ""},
{"title": "63\u201d Glass Dining Table Set for 6,Modern Dining Room Table Set for 6,Kitchen Table and PU Leather Chairs for 6, Dinner Table with Rectangle Tempered Glass Top and Chrome Silver Base ", "asin": "B0CSYC6BN5", "price": "$836.99", "quantity": ""},
{"title": "Dining Table Set for 6, Kitchen Table Chairs Set of 6, Modern Dining Room Set with 63'' Marble Dinner Table PU Leather Upholstered Chairs for Kitchen (White-C, White Table with 6 Chairs) ", "asin": "B0CTHH86XL", "price": "$699.98", "quantity": ""},
{"title": "Skull Shaver Carver PRO 3 Head Replacement Blade | Electric Shaver Replacement Heads", "asin": "B07HB9K7FX", "price": "$29.99", "quantity": ""},
{"title": "Pitbull Gold PRO Electric Head and Face Shaver", "asin": "B08GQFV54Z", "price": "$109.97", "quantity": ""},
{"title": "MANSCAPED\u00ae The Chairman\u2122 PRO Men\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck", "asin": "B0DDQV59B3", "price": "$119.99", "quantity": ""},
{"title": "Skull Shaver Pitbull Platinum Pro:Head Shaver for Men - Bald Head Shavers with Wet/Dry Technology, Ergonomic Design, Travel Lock, and Accessories. Perfect Grooming Kit and Prime Gift for Men", "asin": "B081B874K5", "price": "$219.99", "quantity": ""},
{"title": "SH30 Replacement Heads for Philips Norelco Shaver Series 3000, 2000, 1000 and S1560, SH30 Blades for Philips Norelco 3900, 3600, 2400, 6 Pieces of Pack", "asin": "B07Z3CCR3Z", "price": "$17.99", "quantity": ""},
{"title": "SURKER Electric Shaver Razor Cordless Beard Trimmer for Men Nose Hair Trimmer 3 in 1 Trimmer Grooming Kit Plus 1 Facial Cleansing Brush Waterproof USB Rechargeable Dry Wet", "asin": "B07W8TQ2QL", "price": "$29.99", "quantity": ""},
{"title": "SH98 Replacement Heads for Philips Norelco Shavers Series 9000,Wet/Dry Use, Dual Stainless Steel Blades, for men.", "asin": "B0F2DFCDR7", "price": "$34.99", "quantity": ""},
{"title": "ECOGARD XA5642 Premium Engine Air Filter Fits 2011-2025 Ford F-150, 2015-2025 Expedition, 2015-2025 Lincoln Navigator, 2011-2016 Ford F-250 Super Duty, 2010-2016 F-350 Super Duty", "asin": "ceb4ba8a", "price": "$17.20", "quantity": ""},
{"title": "KURIMUP Cabin Air Filter,Replacement for CP150\uff08CF12150\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)", "asin": "B0B57FZ672", "price": "$9.99", "quantity": ""},
{"title": "Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate", "asin": "B01KITQG0A", "price": "$57.95", "quantity": ""},
{"title": "Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count", "asin": "B07CVWG5L8", "price": "$18.85", "quantity": ""},
{"title": "Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper", "asin": "B07LFKF7H6", "price": "$19.97", "quantity": ""},
{"title": "Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse", "asin": "/promo/A11W6FXYVV0MAG", "price": "$79.99", "quantity": ""}
],
"ads": [
{
"title": "Go to detail page for \"SHW Mission Home Office 48-Inch Computer Desk, Black.\" Limited time Deal. Price was $109.99. Current price is $73.03 after 34% off. Eligible for Prime.",
"asin": "B07Q33BDKC"
},
{
"title": "Go to detail page for \"SHW Mission 40-Inch Home Office Computer Desk, Black.\" sbx-creatives-price. Eligible for Prime.",
"asin": "B08YWYVTS4"
},
{
"title": "Go to detail page for \"SHW 55-Inch Commercial-Grade Office Computer Desk, Espresso.\" sbx-creatives-price. Eligible for Prime.",
"asin": "B07D5NWDB7"
}
],
"search_results": [
{"title": "Cubiker Standing Desk, Stand up Height Adjustable Home Office Electric Desk, 40 x 24 Inch Sit Stand Desk with Splice Board, White Desktop", "asin": "B0DP2QXSB2", "price": "$79.99", "delivery": "FREE delivery Apr 29 - May 1 "},
{"title": "SHW Mission 40-Inch Home Office Computer Desk, Black", "asin": "B08YWYVTS4", "price": "$65.87", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25 "},
{"title": "FEZIBO Electric Standing Desk Adjustable Height, 48 x 24 Inch Sit and Stand Desk, Home Office Desk, Ergonomic Workstation Computer Desk, Rustic Brown", "asin": "B0DR25DH7V", "price": "$89.99", "delivery": "FREE delivery Apr 28 - 30 "},
{"title": "SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table", "asin": "B0CYZVFK28", "price": "$109.99", "delivery": "FREE delivery Apr 28 - 29 "},
{"title": "FLEXISPOT EN1 Whole-Piece Standing Desk 48 x 24 Inches Electric Height Adjustable Desk Sit Stand Desk Home Office Desks (Black Frame + Black Table Top)", "asin": "B08BHPMYGK", "price": "$119.99", "delivery": "FREE delivery Apr 28 - 30 "},
{"title": "SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black", "asin": "B0BDFRN629", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "PayLessHere Folding Tables Plastic 6ft Half Portable Foldable Table for for Parties Wedding BBQ Camping, White 6 FT", "asin": "B0CW1QNTB7", "price": "$49.99", "delivery": "FREE delivery Apr 29 - May 1"},
{"title": "PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)", "asin": "B0CLRLGY4N", "price": "$19.99", "delivery": "FREE delivery Apr 29 - May 1"},
{"title": "ODK 48 Inches Computer Desk for Home Office, Office Table for Small Spaces, Writing Desk with Headphone Hooks, Black", "asin": "B0DXTG47TB", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28"},
{"title": "Furinno Just 3-Tier Turn-N-Tube End Table / Side Table / Night Stand / Bedside Table with Plastic Poles, 1-Pack, Columbia Walnut/Black", "asin": "B07FKX3H1H", "price": "$25.28", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "40 * 24 Electric Standing Desk, Adjustable Height Sit Stand Up Desk, Motorized Home Office Computer Gaming Workstation Desk", "asin": "B0DDWRHG4V", "price": "$109.99", "delivery": "FREE delivery Thu, May 1 Only 4 left in stock - order soon."},
{"title": "Veken 47.2 Inch Electric Standing Desk, Height Adjustable Sit Stand Up, Wood Desktop, Work Home Office Computer PC Desks, Gaming Writing Study Bedroom Rising Table, Tall Standup Workstation, White", "asin": "B0CYT8W348", "price": "$179.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24 "},
{"title": "SANODESK Standing Desk Height Adjustable Electric 40x24 Inches Sit Stand Desk for Home Office with Splice Board, White Frame/Maple Top", "asin": "B0D83717P5", "price": "$159.99", "delivery": "FREE delivery Apr 28 - 30 "},
{"title": "Kingant Standing Desk Height Adjustable Small Electric Stand Up Desks [35 x 20 Inch] - Ergonomic Sit Stand Desk Rising Desks for Home Office Computer Desk Stand Desk Workstation", "asin": "B0DK6P975J", "price": "$124.99", "delivery": "FREE delivery Tue, Apr 29 Or fastest delivery Mon, Apr 28 "},
{"title": "6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding", "asin": "B0D8K66FZJ", "price": "$57.50", "delivery": "FREE delivery Apr 28 - 29 "},
{"title": "Sweetcrispy Computer Desk - 32 Inch Small Office Writing Work Study Kids Student Teacher Home Bedroom Table Storage Bag Headphone Hooks & no Wheels - White", "asin": "B0CGZVJVSN", "price": "$26.88", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon"},
{"title": "Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space", "asin": "B0B93L5WPW", "price": "$53.99", "delivery": "FREE delivery Mon, Apr 28"},
{"title": "Kitstorack TV Tray Table, Adjustable Height & 90\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces", "asin": "B0DGPJZNQ3", "price": "$34.19", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24"},
{"title": "VASAGLE Side Table, Small End Table, Tall Nightstand for Living Room, Bedroom, Office, Bathroom, Rustic Brown and Classic Black ULET273B01", "asin": "B08JV2MTWZ", "price": "$26.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HOOBRO Narrow Console Table, 29.5\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01", "asin": "B09NL1RH4D", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HUANUO 48\" x 24\" Electric Standing Desk Adjustable Height, 4 Memory Height Settings, Headphone Hook, Cable Manager, Sit Stand Up Desk for Home Office & Computer Workstation, Black", "asin": "B0CFXM4TGG", "price": "$119.99", "delivery": "FREE delivery May 1 - 2 "},
{"title": "ErGear Whole Piece Standing Desk, Adjustable Stand Up Desk with Cable Management Tray, Electric Computer Workstation for Home Office, 48x24 inch, Black, EGESD64B", "asin": "B0CSMX88CY", "price": "$99.99", "delivery": "FREE delivery Mon, Apr 28 "},
{"title": "Electric Adjustable Height Standing Desk - 40 x 24 inch Sit to Stand Up Desk with Splice Board, Rising Home Office Computer Table with 2 Hook and Wire Hole for Work", "asin": "B0DKM34HNW", "price": "$80.99", "delivery": "FREE delivery May 5 - 8 Or fastest delivery May 1 - 5 "},
{"title": "HUANUO Electric Standing Desk, 71 x 35 inch Large Height Adjustable Table, Powerful Brushless Motor, 4 Memory Preset, Sit Stand Up Desk, Home Office Computer Table with Thick T-Shaped Frame", "asin": "B0D5L8Z5LG", "price": "$319.99", "delivery": "FREE delivery Mon, Apr 28 "},
{"title": "FLEXISPOT Mobile Standing Desk with Wheels Pneumatic Laptop Desk Rolling Computer Cart Movable Height Adjustable Small Sit Stand Desk Computer Workstations Home Use\uff0827.6\" W x 15.7\" D,White", "asin": "B0DCZHJ4FH", "price": "$99.99", "delivery": "FREE delivery Apr 28 - 30 "},
{"title": "Lifetime Fold-in-Half Adjustable Folding Table, 4 Foot", "asin": "B003YJPC2A", "price": "$44.98", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25"},
{"title": "HOOBRO End Table, 3-Tier Narrow Side Table, Nightstand with 2 Flat or Slant Adjustable Shelves for Small Spaces, Hallway, Living Room, Bedroom, Sturdy, Easy Assembly, Rustic Brown and Black BF23BZ01G1", "asin": "B086KWJXLC", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "DUMOS 32 Inch Office Small Computer Desk Modern Simple Style Writing Study Work Table for Home Bedroom - Wood Brown", "asin": "B0DQKT5826", "price": "$26.91", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25"},
{"title": "HOOBRO End Table with Charging Station and USB Ports, Small Side Table for Small Space, 3-Tier Nightstand with Adjustable Shelf, for Living Room, Bedroom and Balcony, Rustic Brown BF112BZ01", "asin": "B09X395CNV", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "COSCO Fold-in-Half Banquet Table w/Handle, 6ft, White", "asin": "B001D25TJQ", "price": "$69.99", "delivery": "FREE delivery May 12 - 27 Or fastest delivery May 12 - 26 Only 1 left in stock - order soon."},
{"title": "Gaming Home Office Computer Desk with Monitor Stand, Writing Desk for 2 Monitors, Adjustable Storage Space (Vintage, 47)", "asin": "B0DZHK4QFR", "price": "$53.99", "delivery": "FREE delivery Thu, May 1 "},
{"title": "Best Choice Products 4ft Plastic Folding Table, Indoor Outdoor Heavy Duty Portable w/Handle, Lock for Picnic, Party, Camping - Black", "asin": "B0CJL65PLM", "price": "$64.99", "delivery": "FREE delivery Apr 25 - 29"},
{"title": "Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown", "asin": "B0CQC7LCMW", "price": "$56.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White", "asin": "B0BPH7DLNZ", "price": "$60.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment,Tray Table for Hospital or Home Use, Bedside Rolling Overbed Table, Silver Vein", "asin": "B002VWJZ8S", "price": "$49.00", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown", "asin": "B0CHDKQFJ8", "price": "$59.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch", "asin": "B0CK8H31Y1", "price": "$77.96", "delivery": "FREE delivery Mon, Apr 28"},
{"title": "HOOBRO 29.5\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01", "asin": "B0C1NWN2JS", "price": "$39.55", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)", "asin": "B07DRGZMHQ", "price": "$39.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black", "asin": "B0CBNHYKF7", "price": "$24.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24"},
{"title": "Lifetime 28241 Adjustable Folding Laptop Table TV Tray, 30 Inch, White Granite", "asin": "B0006D50RO", "price": "$37.90", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25"},
{"title": "Amazon Basics Heavy Duty Portable Folding Table 6 ft with Carrying Handle, Indoor & Outdoor, Black", "asin": "B0D1CB1R2S", "price": "$59.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25"},
{"title": "FURINNO Simplistic Study Table, Espresso", "asin": "B00NIYX9LC", "price": "$15.44", "delivery": "FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\"L x 19\"W x 26\"H", "asin": "B07MDJM5QD", "price": "$78.39", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Sofa Armrest Tray Table for Couch - 360\u00b0 Swivel Height Adjustable End for Small Spaces, Snack Side Table for Bed or Chair with Phone & Tablet Slot (Rustic,Standard)", "asin": "B0CSFJ16ZV", "price": "$33.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Furinno Simplistic Set of 2 End Table, Dark Walnut", "asin": "B075PYBGKK", "price": "$40.87", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "HOOBRO 29.5\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 2-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF71XG01", "asin": "B0CK195P4V", "price": "$39.59", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame", "asin": "B00OYJCM0O"},
{"title": "VASAGLE C-Shaped End Table, Small Side Table for Couch, Sofa Table with Metal Frame for Living Room, Bedroom, Bedside, Rustic Brown and Black", "asin": "B08VDQN8H5", "price": "$29.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24"},
{"title": "HOOBRO 29.5\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 3-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF72XG01", "asin": "B0C1P1XWCT", "price": "$45.04", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Furologee Entryway Table, 38'' Console Sofa Table with 3 Fabric Drawers for Entry Way, Industrial Storage Shelves, Display Shelf for Living Room, Hallway, Entrance, Foyer, Rustic Brown", "asin": "B0CGLKGYQ7", "price": "$56.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HOOBRO 29.5\" Narrow Console Table, Small Entryway Table with Shelf, 2 Tier Thin Sofa Table, Side Table, for Hallway, Living Room, Bedroom, Rustic Brown and Black BF74XG01", "asin": "B0BFGXC4ZK", "price": "$35.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black", "asin": "B0CNVVYTX2", "price": "$37.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Folding Camping Table with Storage Net, 3ft Camping Table Aluminum Folding Table with 3 Adjustable Height Max 27.1 Inch Picnic Table Portable Table for Outdoor Backyard BBQ, Pure Black", "asin": "B0CMCZWM5G", "price": "$57.89", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01", "asin": "B09MTGKK9R", "price": "$22.99", "delivery": "FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25"},
{"title": "Furologee End Table with Charging Station, Nightstand with Fabric Drawers, Side Tables with USB Ports & Outlets, Night Stand with Storage Shelf & Hooks, for Living Room/Bedroom, White", "asin": "B0CB31VBK8", "price": "$37.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Huuger Nightstand with Charging Station, Side Table with Fabric Drawers, End Table with Open Shelf, Bedside Table with USB Ports and Outlets, Night Stand for Bedroom, Rustic Brown and Black", "asin": "B0C1Y5VL8D", "price": "$37.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "FURINNO Simplistic Study Table, Pink, 15.5 in x 31.5 in x 29.75 in (D x W x H)", "asin": "B07HGCMZYM", "price": "$49.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Cosco Folding Serving Table, 20\" x 48\", Antique Linen", "asin": "B00SOWJS22", "price": "$44.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"},
{"title": "Small Side Table for Small Space, 3-Tier Narrow End Table with Magazine Holder,Slim Nightstand, Skinny Snack Couch Table in Living Room, Bedroom Study and Balcony (Rustic Brown) Patent Pending", "asin": "B0CGLYSTNC", "price": "$23.99", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table", "asin": "B0C4H1VSMX", "price": "$29.95", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25"},
{"title": "QEEIG Narrow C Shaped Side Table Set of 2 Living Room Sets Slim Couch Tray Tables Skinny Thin Small Farmhouse 7 inch Width, Rustic Brown (017-18BN)", "asin": "B0BV6KN8Q8", "price": "$39.82", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM"},
{"title": "HOOBRO Small Narrow Side Table with Charging Station, Skinny End Table for Small Spaces, Slim Nightstand with USB Ports Outlet, Sofa Beside Table with Storage Shelf, Rustic Brown and Black BF102UBZ01", "asin": "B0C6M33CB7", "price": "$28.79", "delivery": "FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM"},
{"title": "Innova Inversion Table with Adjustable Headrest, Reversible Ankle Holders, and 300 lb Weight Capacity", "asin": "B003QCI4GG", "price": "$124.99", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-23T13:57:59.984Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0CW1QNTB7</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0CW1QNTB7</answer_argument>",
"index": 997,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"table\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$25.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$14.40\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$13.65\"}\n ],\n \"promotion_items\": [\n {\"title\": \"SHW Mission 40-Inch Home Office Computer Desk, Black \", \"asin\": \"B08YWYVTS4\", \"price\": \"$65.87\", \"quantity\": \"\"},\n {\"title\": \"SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table \", \"asin\": \"B0CYZVFK28\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding \", \"asin\": \"B0D8K66FZJ\", \"price\": \"$57.50\", \"quantity\": \"\"},\n {\"title\": \"Outdoor Metal Frame Rectangle Patio Dining Table with Slat Top and Umbrella Hole 63\\\"x38\\\" for 6 Person - Black \", \"asin\": \"B0CST6Z2BS\", \"price\": \"$174.99\", \"quantity\": \"\"},\n {\"title\": \"EMMA + OLIVER 5-Foot Height Adjustable Bi-Fold Granite White Plastic Folding Table with Handle \", \"asin\": \"B07MWHP4YN\", \"price\": \"$79.79\", \"quantity\": \"\"},\n {\"title\": \"End Table with Shelves 16 Inch Square 2-Tier Coffee Tea Wooden Beside Nightstand for Sofa Couch Bed Industrial Style for Living Room Bedroom Rustic Brown 1PC \", \"asin\": \"B0DNH2Z3CK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"Sophia & William Black Expandable Patio Dining Tables Metal Outdoor Table for 6-8 Person Lawn Garden Bistro Rectangular Table \", \"asin\": \"B08L76SZD1\", \"price\": \"$451.99\", \"quantity\": \"\"},\n {\"title\": \"MFSTUDIO Outdoor Patio Dining Table for 6, Rectangle Metal Patio Table 64\\\"x38\\\" Wood-Like Tabletop with Adjustable Umbrella Hole for Deck,Backyard,Lawn,Garden \", \"asin\": \"B0BVRGBBPH\", \"price\": \"$276.99\", \"quantity\": \"\"},\n {\"title\": \"63\\u201d Glass Dining Table Set for 6,Modern Dining Room Table Set for 6,Kitchen Table and PU Leather Chairs for 6, Dinner Table with Rectangle Tempered Glass Top and Chrome Silver Base \", \"asin\": \"B0CSYC6BN5\", \"price\": \"$836.99\", \"quantity\": \"\"},\n {\"title\": \"Dining Table Set for 6, Kitchen Table Chairs Set of 6, Modern Dining Room Set with 63'' Marble Dinner Table PU Leather Upholstered Chairs for Kitchen (White-C, White Table with 6 Chairs) \", \"asin\": \"B0CTHH86XL\", \"price\": \"$699.98\", \"quantity\": \"\"},\n {\"title\": \"Skull Shaver Carver PRO 3 Head Replacement Blade | Electric Shaver Replacement Heads\", \"asin\": \"B07HB9K7FX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Pitbull Gold PRO Electric Head and Face Shaver\", \"asin\": \"B08GQFV54Z\", \"price\": \"$109.97\", \"quantity\": \"\"},\n {\"title\": \"MANSCAPED\\u00ae The Chairman\\u2122 PRO Men\\u2019s Electric Foil Face Shaver - Two Interchangeable Blade Heads, SkinSafe\\u00ae Four-Blade Foil & Stubble Trimmer, USB-C Wireless Compatible Charging, Gentle on Neck\", \"asin\": \"B0DDQV59B3\", \"price\": \"$119.99\", \"quantity\": \"\"},\n {\"title\": \"Skull Shaver Pitbull Platinum Pro:Head Shaver for Men - Bald Head Shavers with Wet/Dry Technology, Ergonomic Design, Travel Lock, and Accessories. Perfect Grooming Kit and Prime Gift for Men\", \"asin\": \"B081B874K5\", \"price\": \"$219.99\", \"quantity\": \"\"},\n {\"title\": \"SH30 Replacement Heads for Philips Norelco Shaver Series 3000, 2000, 1000 and S1560, SH30 Blades for Philips Norelco 3900, 3600, 2400, 6 Pieces of Pack\", \"asin\": \"B07Z3CCR3Z\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"SURKER Electric Shaver Razor Cordless Beard Trimmer for Men Nose Hair Trimmer 3 in 1 Trimmer Grooming Kit Plus 1 Facial Cleansing Brush Waterproof USB Rechargeable Dry Wet\", \"asin\": \"B07W8TQ2QL\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"SH98 Replacement Heads for Philips Norelco Shavers Series 9000,Wet/Dry Use, Dual Stainless Steel Blades, for men.\", \"asin\": \"B0F2DFCDR7\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ECOGARD XA5642 Premium Engine Air Filter Fits 2011-2025 Ford F-150, 2015-2025 Expedition, 2015-2025 Lincoln Navigator, 2011-2016 Ford F-250 Super Duty, 2010-2016 F-350 Super Duty\", \"asin\": \"ceb4ba8a\", \"price\": \"$17.20\", \"quantity\": \"\"},\n {\"title\": \"KURIMUP Cabin Air Filter,Replacement for CP150\\uff08CF12150\\uff09,Premium Cabin filter with Activated Carbon, Fit for Expedition, F150/F250 Super Duty/F350 Super Duty, Navigator (1 pack)\", \"asin\": \"B0B57FZ672\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Nutricost Whey Protein Powder, Unflavored, 5 pounds - from Whey Protein Concentrate\", \"asin\": \"B01KITQG0A\", \"price\": \"$57.95\", \"quantity\": \"\"},\n {\"title\": \"Finish Quantum Dishwasher Pods, No Pre-Rinse Dishwasher Detergent Soap Removes 24HR Dried-On Stain and Grease, Leaving a Virtually Spotless Shine, 82 Count\", \"asin\": \"B07CVWG5L8\", \"price\": \"$18.85\", \"quantity\": \"\"},\n {\"title\": \"Weiman Cooktop and Stove Top Cleaner Kit - Glass Cook Top Cleaner and Polish 10 oz. Scrubbing Pad, Cleaning Tool, Razor, Scraper\", \"asin\": \"B07LFKF7H6\", \"price\": \"$19.97\", \"quantity\": \"\"},\n {\"title\": \"Wirsh Burr Coffee Grinder-Rechargeable Battery Operated Coffee Grinder with Stainless Steel Conical Burr Mill, Eletric Portable Coffee Grinder with 80 Grind Settings from Fine to Coarse\", \"asin\": \"/promo/A11W6FXYVV0MAG\", \"price\": \"$79.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"SHW Mission Home Office 48-Inch Computer Desk, Black.\\\" Limited time Deal. Price was $109.99. Current price is $73.03 after 34% off. Eligible for Prime.\",\n \"asin\": \"B07Q33BDKC\"\n},\n {\n \"title\": \"Go to detail page for \\\"SHW Mission 40-Inch Home Office Computer Desk, Black.\\\" sbx-creatives-price. Eligible for Prime.\",\n \"asin\": \"B08YWYVTS4\"\n},\n {\n \"title\": \"Go to detail page for \\\"SHW 55-Inch Commercial-Grade Office Computer Desk, Espresso.\\\" sbx-creatives-price. Eligible for Prime.\",\n \"asin\": \"B07D5NWDB7\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Cubiker Standing Desk, Stand up Height Adjustable Home Office Electric Desk, 40 x 24 Inch Sit Stand Desk with Splice Board, White Desktop\", \"asin\": \"B0DP2QXSB2\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Apr 29 - May 1 \"},\n {\"title\": \"SHW Mission 40-Inch Home Office Computer Desk, Black\", \"asin\": \"B08YWYVTS4\", \"price\": \"$65.87\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25 \"},\n {\"title\": \"FEZIBO Electric Standing Desk Adjustable Height, 48 x 24 Inch Sit and Stand Desk, Home Office Desk, Ergonomic Workstation Computer Desk, Rustic Brown\", \"asin\": \"B0DR25DH7V\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n {\"title\": \"SIAGO Electric Standing Desk Adjustable - 48 x 24 Inch Sit Stand up Desk with Cable Management - 3 Memory Preset Adjustable Height Table\", \"asin\": \"B0CYZVFK28\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Apr 28 - 29 \"},\n {\"title\": \"FLEXISPOT EN1 Whole-Piece Standing Desk 48 x 24 Inches Electric Height Adjustable Desk Sit Stand Desk Home Office Desks (Black Frame + Black Table Top)\", \"asin\": \"B08BHPMYGK\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n {\"title\": \"SUPERJARE Nightstand with Charging Station, Bed Side Table with Adjustable Fabric Drawer, Night Stand for Bedroom, 3-Tier Storage End Table, for Living Room, Rustic Brown and Black\", \"asin\": \"B0BDFRN629\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"PayLessHere Folding Tables Plastic 6ft Half Portable Foldable Table for for Parties Wedding BBQ Camping, White 6 FT\", \"asin\": \"B0CW1QNTB7\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Apr 29 - May 1\"},\n {\"title\": \"PayLessHere 32/39/47 inch Computer Desk Study Writing Table, Adjustable feet, Modern Furniture for Home Office (1, Brown, 32 inch)\", \"asin\": \"B0CLRLGY4N\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Apr 29 - May 1\"},\n {\"title\": \"ODK 48 Inches Computer Desk for Home Office, Office Table for Small Spaces, Writing Desk with Headphone Hooks, Black\", \"asin\": \"B0DXTG47TB\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n {\"title\": \"Furinno Just 3-Tier Turn-N-Tube End Table / Side Table / Night Stand / Bedside Table with Plastic Poles, 1-Pack, Columbia Walnut/Black\", \"asin\": \"B07FKX3H1H\", \"price\": \"$25.28\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"40 * 24 Electric Standing Desk, Adjustable Height Sit Stand Up Desk, Motorized Home Office Computer Gaming Workstation Desk\", \"asin\": \"B0DDWRHG4V\", \"price\": \"$109.99\", \"delivery\": \"FREE delivery Thu, May 1 Only 4 left in stock - order soon.\"},\n {\"title\": \"Veken 47.2 Inch Electric Standing Desk, Height Adjustable Sit Stand Up, Wood Desktop, Work Home Office Computer PC Desks, Gaming Writing Study Bedroom Rising Table, Tall Standup Workstation, White\", \"asin\": \"B0CYT8W348\", \"price\": \"$179.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24 \"},\n {\"title\": \"SANODESK Standing Desk Height Adjustable Electric 40x24 Inches Sit Stand Desk for Home Office with Splice Board, White Frame/Maple Top\", \"asin\": \"B0D83717P5\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n {\"title\": \"Kingant Standing Desk Height Adjustable Small Electric Stand Up Desks [35 x 20 Inch] - Ergonomic Sit Stand Desk Rising Desks for Home Office Computer Desk Stand Desk Workstation\", \"asin\": \"B0DK6P975J\", \"price\": \"$124.99\", \"delivery\": \"FREE delivery Tue, Apr 29 Or fastest delivery Mon, Apr 28 \"},\n {\"title\": \"6 Feet Foldable Table with Built in Handle & Steel Legs | Heavy Duty Portable | Perfect for Party, Dining, Wedding, Events, Picnic Indoor, Outdoor, Camping, Utility, Folding\", \"asin\": \"B0D8K66FZJ\", \"price\": \"$57.50\", \"delivery\": \"FREE delivery Apr 28 - 29 \"},\n {\"title\": \"Sweetcrispy Computer Desk - 32 Inch Small Office Writing Work Study Kids Student Teacher Home Bedroom Table Storage Bag Headphone Hooks & no Wheels - White\", \"asin\": \"B0CGZVJVSN\", \"price\": \"$26.88\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon\"},\n {\"title\": \"Yoobure End Table with Charging Station, Flip Top Side Table with USB Ports and Outlets, Sofa Couch Table Bedside Table for Living Room Bedroom, Narrow Nightstand with Storage Shelves for Small Space\", \"asin\": \"B0B93L5WPW\", \"price\": \"$53.99\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n {\"title\": \"Kitstorack TV Tray Table, Adjustable Height & 90\\u00b0 Flip-Over Panel Design, Sofa Arm End Side Table for Eating Laptop Couch Bed Dinner or Small Spaces\", \"asin\": \"B0DGPJZNQ3\", \"price\": \"$34.19\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"VASAGLE Side Table, Small End Table, Tall Nightstand for Living Room, Bedroom, Office, Bathroom, Rustic Brown and Classic Black ULET273B01\", \"asin\": \"B08JV2MTWZ\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO Narrow Console Table, 29.5\\\" Small Entryway Table, Thin Sofa Table, Side Table, Display Table, for Hallway, Bedroom, Living Room, Foyer, Rustic Brown and Black BF75XG01\", \"asin\": \"B09NL1RH4D\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HUANUO 48\\\" x 24\\\" Electric Standing Desk Adjustable Height, 4 Memory Height Settings, Headphone Hook, Cable Manager, Sit Stand Up Desk for Home Office & Computer Workstation, Black\", \"asin\": \"B0CFXM4TGG\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery May 1 - 2 \"},\n {\"title\": \"ErGear Whole Piece Standing Desk, Adjustable Stand Up Desk with Cable Management Tray, Electric Computer Workstation for Home Office, 48x24 inch, Black, EGESD64B\", \"asin\": \"B0CSMX88CY\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Mon, Apr 28 \"},\n {\"title\": \"Electric Adjustable Height Standing Desk - 40 x 24 inch Sit to Stand Up Desk with Splice Board, Rising Home Office Computer Table with 2 Hook and Wire Hole for Work\", \"asin\": \"B0DKM34HNW\", \"price\": \"$80.99\", \"delivery\": \"FREE delivery May 5 - 8 Or fastest delivery May 1 - 5 \"},\n {\"title\": \"HUANUO Electric Standing Desk, 71 x 35 inch Large Height Adjustable Table, Powerful Brushless Motor, 4 Memory Preset, Sit Stand Up Desk, Home Office Computer Table with Thick T-Shaped Frame\", \"asin\": \"B0D5L8Z5LG\", \"price\": \"$319.99\", \"delivery\": \"FREE delivery Mon, Apr 28 \"},\n {\"title\": \"FLEXISPOT Mobile Standing Desk with Wheels Pneumatic Laptop Desk Rolling Computer Cart Movable Height Adjustable Small Sit Stand Desk Computer Workstations Home Use\\uff0827.6\\\" W x 15.7\\\" D,White\", \"asin\": \"B0DCZHJ4FH\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Apr 28 - 30 \"},\n {\"title\": \"Lifetime Fold-in-Half Adjustable Folding Table, 4 Foot\", \"asin\": \"B003YJPC2A\", \"price\": \"$44.98\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"HOOBRO End Table, 3-Tier Narrow Side Table, Nightstand with 2 Flat or Slant Adjustable Shelves for Small Spaces, Hallway, Living Room, Bedroom, Sturdy, Easy Assembly, Rustic Brown and Black BF23BZ01G1\", \"asin\": \"B086KWJXLC\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"DUMOS 32 Inch Office Small Computer Desk Modern Simple Style Writing Study Work Table for Home Bedroom - Wood Brown\", \"asin\": \"B0DQKT5826\", \"price\": \"$26.91\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"HOOBRO End Table with Charging Station and USB Ports, Small Side Table for Small Space, 3-Tier Nightstand with Adjustable Shelf, for Living Room, Bedroom and Balcony, Rustic Brown BF112BZ01\", \"asin\": \"B09X395CNV\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"COSCO Fold-in-Half Banquet Table w/Handle, 6ft, White\", \"asin\": \"B001D25TJQ\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery May 12 - 27 Or fastest delivery May 12 - 26 Only 1 left in stock - order soon.\"},\n {\"title\": \"Gaming Home Office Computer Desk with Monitor Stand, Writing Desk for 2 Monitors, Adjustable Storage Space (Vintage, 47)\", \"asin\": \"B0DZHK4QFR\", \"price\": \"$53.99\", \"delivery\": \"FREE delivery Thu, May 1 \"},\n {\"title\": \"Best Choice Products 4ft Plastic Folding Table, Indoor Outdoor Heavy Duty Portable w/Handle, Lock for Picnic, Party, Camping - Black\", \"asin\": \"B0CJL65PLM\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n {\"title\": \"Furologee Kitchen Bakers Rack with Power Outlet, Microwave Oven Stand with Storage 4 Tiers, Coffee Bar Table with 6 S Hooks, Kitchen Storage Shelf Rack for Spices, Pots, Rustic Brown\", \"asin\": \"B0CQC7LCMW\", \"price\": \"$56.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Folding Table 4 Foot Portable Heavy Duty Plastic Fold-in-Half Utility Table Small Indoor Outdoor Adjustable Height Folding with Carrying Handle, Camping and Party,White\", \"asin\": \"B0BPH7DLNZ\", \"price\": \"$60.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Drive Medical 13067 Non Tilt Top Overbed Table with Wheels and Secure Height Adjustment,Tray Table for Hospital or Home Use, Bedside Rolling Overbed Table, Silver Vein\", \"asin\": \"B002VWJZ8S\", \"price\": \"$49.00\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Furologee TV Stand for TVs up to 55 Inch, Entertainment Center with Open Storage Shelves, TV Media Console Table with Soundbar Shelf for Living Room, Bedroom, Rustic Brown\", \"asin\": \"B0CHDKQFJ8\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Sweetcrispy L Shaped Desk - Computer Desk Corner Desks Gaming Desk PC Table with CPU Stand Side Bag for Home Office Dorm Sturdy Writing Workstation, Black, 50-Inch\", \"asin\": \"B0CK8H31Y1\", \"price\": \"$77.96\", \"delivery\": \"FREE delivery Mon, Apr 28\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table, 3-Tier Entryway Table, Thin Sofa Table with Shelves, Side Table, Display Table, for Hallway, Entrance, Living Room, Bedroom, Rustic Brown and Black BF73XG01\", \"asin\": \"B0C1NWN2JS\", \"price\": \"$39.55\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Adjustable TV Tray Table - TV Dinner Tray on Bed & Sofa, Comfortable Folding Table with 6 Height & 3 Tilt Angle Adjustments (Black)\", \"asin\": \"B07DRGZMHQ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Furinno Classic Homey Square Parsons Side End Table, 1-Pack, Black\", \"asin\": \"B0CBNHYKF7\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Lifetime 28241 Adjustable Folding Laptop Table TV Tray, 30 Inch, White Granite\", \"asin\": \"B0006D50RO\", \"price\": \"$37.90\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"Amazon Basics Heavy Duty Portable Folding Table 6 ft with Carrying Handle, Indoor & Outdoor, Black\", \"asin\": \"B0D1CB1R2S\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"FURINNO Simplistic Study Table, Espresso\", \"asin\": \"B00NIYX9LC\", \"price\": \"$15.44\", \"delivery\": \"FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon\"},\n {\"title\": \"Amazon Basics Portable TV Dinner 4-Pack Rectangular Folding Tray Table with Storage Rack, Espresso, 14.6\\\"L x 19\\\"W x 26\\\"H\", \"asin\": \"B07MDJM5QD\", \"price\": \"$78.39\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Sofa Armrest Tray Table for Couch - 360\\u00b0 Swivel Height Adjustable End for Small Spaces, Snack Side Table for Bed or Chair with Phone & Tablet Slot (Rustic,Standard)\", \"asin\": \"B0CSFJ16ZV\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Furinno Simplistic Set of 2 End Table, Dark Walnut\", \"asin\": \"B075PYBGKK\", \"price\": \"$40.87\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 2-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF71XG01\", \"asin\": \"B0CK195P4V\", \"price\": \"$39.59\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"MECO Stakmore Classic Straight Edge Wood Folding Card Table, Fruitwood Frame\", \"asin\": \"B00OYJCM0O\"},\n {\"title\": \"VASAGLE C-Shaped End Table, Small Side Table for Couch, Sofa Table with Metal Frame for Living Room, Bedroom, Bedside, Rustic Brown and Black\", \"asin\": \"B08VDQN8H5\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table with 2 Fabric Drawers, Small Entryway Table with 3-Tier Storage Shelves, Thin Sofa Table, Side Table, for Living Room, Hallway, Rustic Brown and Black BF72XG01\", \"asin\": \"B0C1P1XWCT\", \"price\": \"$45.04\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Furologee Entryway Table, 38'' Console Sofa Table with 3 Fabric Drawers for Entry Way, Industrial Storage Shelves, Display Shelf for Living Room, Hallway, Entrance, Foyer, Rustic Brown\", \"asin\": \"B0CGLKGYQ7\", \"price\": \"$56.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO 29.5\\\" Narrow Console Table, Small Entryway Table with Shelf, 2 Tier Thin Sofa Table, Side Table, for Hallway, Living Room, Bedroom, Rustic Brown and Black BF74XG01\", \"asin\": \"B0BFGXC4ZK\", \"price\": \"$35.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Yoobure Side Table with Storage, LED Night Stand with Charging Station, End Tables Living Room, Nightstand for Bedroom with Adjustable Fabric Drawer, 3-Tier Wood Bedside Table, Black\", \"asin\": \"B0CNVVYTX2\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Folding Camping Table with Storage Net, 3ft Camping Table Aluminum Folding Table with 3 Adjustable Height Max 27.1 Inch Picnic Table Portable Table for Outdoor Backyard BBQ, Pure Black\", \"asin\": \"B0CMCZWM5G\", \"price\": \"$57.89\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO End Table, Small Side Table, Nightstand with 2-Layer Storage Shelves, Sofa Table for Small Spaces, Living Room, Bedroom, Stable Frame, Easy Assembly, Rustic Brown BF09BZ01\", \"asin\": \"B09MTGKK9R\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 29 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"Furologee End Table with Charging Station, Nightstand with Fabric Drawers, Side Tables with USB Ports & Outlets, Night Stand with Storage Shelf & Hooks, for Living Room/Bedroom, White\", \"asin\": \"B0CB31VBK8\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Huuger Nightstand with Charging Station, Side Table with Fabric Drawers, End Table with Open Shelf, Bedside Table with USB Ports and Outlets, Night Stand for Bedroom, Rustic Brown and Black\", \"asin\": \"B0C1Y5VL8D\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"FURINNO Simplistic Study Table, Pink, 15.5 in x 31.5 in x 29.75 in (D x W x H)\", \"asin\": \"B07HGCMZYM\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Cosco Folding Serving Table, 20\\\" x 48\\\", Antique Linen\", \"asin\": \"B00SOWJS22\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"},\n {\"title\": \"Small Side Table for Small Space, 3-Tier Narrow End Table with Magazine Holder,Slim Nightstand, Skinny Snack Couch Table in Living Room, Bedroom Study and Balcony (Rustic Brown) Patent Pending\", \"asin\": \"B0CGLYSTNC\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Pamray 32 Inch Computer Desk for Small Spaces with Storage Bag, Home Office Work Desk with Headphone Hook, Small Office Desk Study Writing Table\", \"asin\": \"B0C4H1VSMX\", \"price\": \"$29.95\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Fri, Apr 25\"},\n {\"title\": \"QEEIG Narrow C Shaped Side Table Set of 2 Living Room Sets Slim Couch Tray Tables Skinny Thin Small Farmhouse 7 inch Width, Rustic Brown (017-18BN)\", \"asin\": \"B0BV6KN8Q8\", \"price\": \"$39.82\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"HOOBRO Small Narrow Side Table with Charging Station, Skinny End Table for Small Spaces, Slim Nightstand with USB Ports Outlet, Sofa Beside Table with Storage Shelf, Rustic Brown and Black BF102UBZ01\", \"asin\": \"B0C6M33CB7\", \"price\": \"$28.79\", \"delivery\": \"FREE delivery Mon, Apr 28 on $35 of items shipped by Amazon Or fastest delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Innova Inversion Table with Adjustable Headrest, Reversible Ankle Holders, and 300 lb Weight Capacity\", \"asin\": \"B003QCI4GG\", \"price\": \"$124.99\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Tomorrow, Apr 24\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T13:57:59.984Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$15.23\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$9.06\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0813NBR5N\"\n},\n {\n \"title\": \"BIIB Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools\"\n},\n {\n \"price\": \"$12.99\"\n},\n {\n \"bullet_list\": \"Great Mens Gifts: BIIB multi-tool pen with personalized gifts box are unique gifts for dad, men, husbands, and grandpas on Birthday, Fathers Day, Thanksgiving Day, Anniversary and more. Anyone who receives a BIIB multifunctional pen as a gift will love it Gifts for Men Who Want Nothing: The packaging of this 9-in-1 multitool pen is exquisite, and comes with three extra replacement refills and three replacement batteries, very suitable as a gift for your loved one on Birthday, Fathers Day and daily life 9-in-1 Multitool Pen Set: The multifunction tool pen comes with 9 very handy functions: twist ballpoint pen/ ruler/ screwdriver (Flat & Phillips)/ bottle opener (can act as phone holder)/ stylus/ level/ LED flashlight Fathers Day Gifts: The 9-in-1 tool pen is made of super-strong aluminum material to be used for a long time, due to its small size and unique design. It is not only a tool in daily use, but also a cool Fathers Day gift for men, easy to use and carry Great Service and How To Use: If you have any questions, please contact us, and we'll serve you the best. Regarding how to take out the stylus pen and screwdriver. ROTATE the front end of the pen to get the tools for use\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Silver\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"18 in 1 Snowflake Multi Tool for Man,Stainless Steel Snowflake Multitool Stocking Stuffers for Father,Husband,Boyfriend,Snowflake Wrench/Bottle Opener/Screwdriver Kit for Christmas Gifts (Black)\", \"asin\": \"B0DZHBLH3R\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"QWQJ Gifts for Men Him, Eight in 1 Multi Tool Pen Gadgets for Birthday Gifts for Men, Multifunctional Tool Pen Gifts for Dad\", \"asin\": \"B0DZWRD59Y\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"NAYSAYE Dad Gifts, Gifts for men, Snowflake Multitool 18-in-1 Pocket Gadget, Perfect for Camping, Hiking, and Everyday Use, Unique Birthday Gifts for Him, Made of Durable Rust-Free Steel (Silver)\", \"asin\": \"B0DSPVHRKL\", \"price\": \"$9.90\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Men Him Dad, Survival Kit and Equipment 24 Pcs, Valentines Gifts for him, Christmas Stocking Stuffers,Camping Essentials, Survival Gear, Cool Gadgets for Men \\ufeff\", \"asin\": \"B0DWMPCS67\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Multi Tool Pens, 30 Pcs 6-in-1Multitool Pen with 30 Pcs Refills, Screwdriver, Ruler, Level Gauge, Ballpoint, Stylus, Unique Gifts for Men, Funny Gift for Father's Day Valentines or Birthdays Gifts\", \"asin\": \"B0DSJ88BKL\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Personalized Toiletry Bag for Men, Engraved Name & Text, Father's Day Gifts for Men, Dad, Leather Men's Toiletry Bag for Traveling, Customized Birthday Gift for Husband, Grandpa, Lover\", \"asin\": \"/promo/A1GAGK2VY01NI8\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"RAK Multitool Pen 2-Pack - Multi-Tool Pens with LED Light, Flathead & Phillips Screwdrivers, Level, Ruler, Bottle Opener, and Stylus. Gift-Ready Box with Ink Refills & Batteries. Great for EDC.\", \"asin\": \"B081M8F7N7\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Telescoping Magnetic Pickup Tools Set 2PCS, Birthday Gift for Men Dad Husband Boyfriend, 360\\u00b0 Flexible Extendable Magnet Pickup Tool, Useful Cool Gadget for Men\", \"asin\": \"B0D17TPX9Z\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Men Him Dad, Pocket Multitool Knife, Christmas Stocking Stuffers for Men, Anniversary Birthday Gifts for Husband, Boyfriend, Guy, Groomsmen, Fathers Day, Gadget for Hiking, Camping, Outdoor\", \"asin\": \"B08QVQG819\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"MOSSY OAK Multitool, 21-in-1 Stainless Steel Pocket Knife with Screwdriver Sleeve, Self-locking Pliers with Sheath-Perfect for Outdoor, Survival, Camping, Hiking, Simple Repair\", \"asin\": \"B084VJFX9M\", \"price\": \"$23.79\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Men Him Dad Boyfriend,Multitool Pocket Knife for Men,Anniversary Christmas Gifts for Birthday,Hiking Camping Knife with Screwdrivers Pliers Bottle Opener\", \"asin\": \"B0C1936XL3\", \"price\": \"$14.44\", \"quantity\": \"\"},\n {\"title\": \"Sharp Pebble Premium Whetstone Knife Sharpening Stone 2 Side Grit 1000/6000 Waterstone- Whetstone Knife Sharpener- NonSlip Bamboo Base & Angle Guide\", \"asin\": \"B01FZZUL30\", \"price\": \"$33.97\", \"quantity\": \"\"},\n {\"title\": \"EDC Pocket Knife - 7CR13Mov Steel Tanto Blade, Slim Survival Knife with Clip and Li...\", \"asin\": \"B0B824PKTF\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"VIBELITE Extendable Magnetic Flashlight with Telescoping Magnet Pickup Tool-Cool Gadget Gifts for Him, Husband, Men, Dad, Father, Mechanic,Tech, Handyman, Boyfriend, Women, Silve\", \"asin\": \"B07CZ95C79\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Large Power Tool Organizer Wall Mount, Garage Storage Cordless Tool Organizer with ...\", \"asin\": \"B0DT688QSB\", \"price\": \"$47.49\", \"quantity\": \"\"},\n {\"title\": \"RUSH DEER 16-in-1 Multitool, Gifts for Dad, Hammer Multi tool, Utility Knife Multitools for Men, Survival Gear and Supplies, Christmas Gift for Boy Husbands\", \"asin\": \"B08ZD14JHV\", \"price\": \"$28.49\", \"quantity\": \"\"},\n {\"title\": \"CCCEI Modular Power Tool Organizer Wall Mount with Charging Station. Garage 4 Drill Storage Shelf with Hooks, Screwdriver, Drill Bit Heavy Duty Rack, Tool Battery Holder Built in 8 Outlet Power Strip.\", \"asin\": \"B0BMFW2WG5\", \"price\": \"$52.48\", \"quantity\": \"\"},\n {\"title\": \"Father\\u2019s Day Gifts for Dad \\u2013 9-in-1 Multi-Tool Pen with Engraved Keychain, Unique D...\", \"asin\": \"B0DZ2HWTK4\", \"price\": \"$3.99\", \"quantity\": \"\"},\n {\"title\": \"EDC Pry Bar Multitool with Bi-Directional Ratchet Screwdriver & Everlasting Pen, Wrenches, Crowbar, Bottle and Box Openers - Your Versatile Companion for Everyday Carry and Camping Accessories\", \"asin\": \"B0CKLPKJ92\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Fathers Day Dad Gifts from Daughter & Son - Multitool Trowel Mens Gift Idea Lightwe...\", \"asin\": \"B0D9J4GQ4Z\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"BIIB\\u00a0Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools\", \"asin\": \"B0813NBR5N\", \"price\": \"$12.99\"},\n {\"title\": \"BIIB\\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Mens Gifts for Dad Him Husband, Anniversary Father's Day Gifts for dad who wants nothing, Birthday Graduation Gifts for Men, Tools Cool Gadgets\", \"asin\": \"B0813NDWSD\", \"price\": \"$12.99\"},\n {\"title\": \"KEZKALS\\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Fathers Day Mens Gifts from Daughter Wife Son, Birthday Gifts for Men Him Grandpa, Father's Day Gifts for Dad Who Have Everything, Cool Gadgets\", \"asin\": \"B09QM6GZ4R\", \"price\": \"$12.99\"},\n {\"title\": \"Trealop\\u00a0Gifts for Him Fathers Day Men, 12 in 1 Multitool Pen, Stocking Stuffers Unique Mens Gifts for Dad, Husband, Grandpa, Dad Gifts from Daughter Son, Cool Birthday Gifts Ideas for Men Have Everything\", \"asin\": \"B0D4K8GX1K\", \"price\": \"$5.99\"},\n {\"title\": \"WEARXI\\u00a0Gifts for Men, 9 in 1 Multitool Pen Fathers Day Gift from Daughter Son, Mens Gifts for Dad/Him/Husband, Birthday Gift for Men/Boyfriend, Cool Gadgets, Camping Accessories\", \"asin\": \"B0B5QH517S\", \"price\": \"$13.99\"},\n {\"title\": \"PPRAFDD\\u00a09 in 1 Multitool Pen Set, Gifts for Men, Multi Tool Pen Set, Mens Gifts for Fathers Day Dad Gifts, Birthday Gifts for Him, Valentines Day Gifts for Him, Stocking Stuffers for Adults Men\", \"asin\": \"B0DFPQN22J\", \"price\": \"$9.89\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T17:16:49.734Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-01T17:16:49.734Z
|
click
|
other
|
rule
|
2025-05-01T17:16:49.734Z
|
train
| 998 |
2025-05-01T17:16:49.734Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$15.23"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$9.06"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B0813NBR5N"
},
{
"title": "BIIB Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools"
},
{
"price": "$12.99"
},
{
"bullet_list": "Great Mens Gifts: BIIB multi-tool pen with personalized gifts box are unique gifts for dad, men, husbands, and grandpas on Birthday, Fathers Day, Thanksgiving Day, Anniversary and more. Anyone who receives a BIIB multifunctional pen as a gift will love it Gifts for Men Who Want Nothing: The packaging of this 9-in-1 multitool pen is exquisite, and comes with three extra replacement refills and three replacement batteries, very suitable as a gift for your loved one on Birthday, Fathers Day and daily life 9-in-1 Multitool Pen Set: The multifunction tool pen comes with 9 very handy functions: twist ballpoint pen/ ruler/ screwdriver (Flat & Phillips)/ bottle opener (can act as phone holder)/ stylus/ level/ LED flashlight Fathers Day Gifts: The 9-in-1 tool pen is made of super-strong aluminum material to be used for a long time, due to its small size and unique design. It is not only a tool in daily use, but also a cool Fathers Day gift for men, easy to use and carry Great Service and How To Use: If you have any questions, please contact us, and we'll serve you the best. Regarding how to take out the stylus pen and screwdriver. ROTATE the front end of the pen to get the tools for use"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Silver"
}
],
"promotion_items": [
{"title": "18 in 1 Snowflake Multi Tool for Man,Stainless Steel Snowflake Multitool Stocking Stuffers for Father,Husband,Boyfriend,Snowflake Wrench/Bottle Opener/Screwdriver Kit for Christmas Gifts (Black)", "asin": "B0DZHBLH3R", "price": "$6.99", "quantity": ""},
{"title": "QWQJ Gifts for Men Him, Eight in 1 Multi Tool Pen Gadgets for Birthday Gifts for Men, Multifunctional Tool Pen Gifts for Dad", "asin": "B0DZWRD59Y", "price": "$7.49", "quantity": ""},
{"title": "NAYSAYE Dad Gifts, Gifts for men, Snowflake Multitool 18-in-1 Pocket Gadget, Perfect for Camping, Hiking, and Everyday Use, Unique Birthday Gifts for Him, Made of Durable Rust-Free Steel (Silver)", "asin": "B0DSPVHRKL", "price": "$9.90", "quantity": ""},
{"title": "Gifts for Men Him Dad, Survival Kit and Equipment 24 Pcs, Valentines Gifts for him, Christmas Stocking Stuffers,Camping Essentials, Survival Gear, Cool Gadgets for Men \ufeff", "asin": "B0DWMPCS67", "price": "$16.99", "quantity": ""},
{"title": "Multi Tool Pens, 30 Pcs 6-in-1Multitool Pen with 30 Pcs Refills, Screwdriver, Ruler, Level Gauge, Ballpoint, Stylus, Unique Gifts for Men, Funny Gift for Father's Day Valentines or Birthdays Gifts", "asin": "B0DSJ88BKL", "price": "$21.99", "quantity": ""},
{"title": "Personalized Toiletry Bag for Men, Engraved Name & Text, Father's Day Gifts for Men, Dad, Leather Men's Toiletry Bag for Traveling, Customized Birthday Gift for Husband, Grandpa, Lover", "asin": "/promo/A1GAGK2VY01NI8", "price": "$16.99", "quantity": ""},
{"title": "RAK Multitool Pen 2-Pack - Multi-Tool Pens with LED Light, Flathead & Phillips Screwdrivers, Level, Ruler, Bottle Opener, and Stylus. Gift-Ready Box with Ink Refills & Batteries. Great for EDC.", "asin": "B081M8F7N7", "price": "$17.99", "quantity": ""},
{"title": "Telescoping Magnetic Pickup Tools Set 2PCS, Birthday Gift for Men Dad Husband Boyfriend, 360\u00b0 Flexible Extendable Magnet Pickup Tool, Useful Cool Gadget for Men", "asin": "B0D17TPX9Z", "price": "$11.99", "quantity": ""},
{"title": "Gifts for Men Him Dad, Pocket Multitool Knife, Christmas Stocking Stuffers for Men, Anniversary Birthday Gifts for Husband, Boyfriend, Guy, Groomsmen, Fathers Day, Gadget for Hiking, Camping, Outdoor", "asin": "B08QVQG819", "price": "$10.99", "quantity": ""},
{"title": "MOSSY OAK Multitool, 21-in-1 Stainless Steel Pocket Knife with Screwdriver Sleeve, Self-locking Pliers with Sheath-Perfect for Outdoor, Survival, Camping, Hiking, Simple Repair", "asin": "B084VJFX9M", "price": "$23.79", "quantity": ""},
{"title": "Gifts for Men Him Dad Boyfriend,Multitool Pocket Knife for Men,Anniversary Christmas Gifts for Birthday,Hiking Camping Knife with Screwdrivers Pliers Bottle Opener", "asin": "B0C1936XL3", "price": "$14.44", "quantity": ""},
{"title": "Sharp Pebble Premium Whetstone Knife Sharpening Stone 2 Side Grit 1000/6000 Waterstone- Whetstone Knife Sharpener- NonSlip Bamboo Base & Angle Guide", "asin": "B01FZZUL30", "price": "$33.97", "quantity": ""},
{"title": "EDC Pocket Knife - 7CR13Mov Steel Tanto Blade, Slim Survival Knife with Clip and Li...", "asin": "B0B824PKTF", "price": "$7.99", "quantity": ""},
{"title": "VIBELITE Extendable Magnetic Flashlight with Telescoping Magnet Pickup Tool-Cool Gadget Gifts for Him, Husband, Men, Dad, Father, Mechanic,Tech, Handyman, Boyfriend, Women, Silve", "asin": "B07CZ95C79", "price": "$18.99", "quantity": ""},
{"title": "Large Power Tool Organizer Wall Mount, Garage Storage Cordless Tool Organizer with ...", "asin": "B0DT688QSB", "price": "$47.49", "quantity": ""},
{"title": "RUSH DEER 16-in-1 Multitool, Gifts for Dad, Hammer Multi tool, Utility Knife Multitools for Men, Survival Gear and Supplies, Christmas Gift for Boy Husbands", "asin": "B08ZD14JHV", "price": "$28.49", "quantity": ""},
{"title": "CCCEI Modular Power Tool Organizer Wall Mount with Charging Station. Garage 4 Drill Storage Shelf with Hooks, Screwdriver, Drill Bit Heavy Duty Rack, Tool Battery Holder Built in 8 Outlet Power Strip.", "asin": "B0BMFW2WG5", "price": "$52.48", "quantity": ""},
{"title": "Father\u2019s Day Gifts for Dad \u2013 9-in-1 Multi-Tool Pen with Engraved Keychain, Unique D...", "asin": "B0DZ2HWTK4", "price": "$3.99", "quantity": ""},
{"title": "EDC Pry Bar Multitool with Bi-Directional Ratchet Screwdriver & Everlasting Pen, Wrenches, Crowbar, Bottle and Box Openers - Your Versatile Companion for Everyday Carry and Camping Accessories", "asin": "B0CKLPKJ92", "price": "$36.99", "quantity": ""},
{"title": "Fathers Day Dad Gifts from Daughter & Son - Multitool Trowel Mens Gift Idea Lightwe...", "asin": "B0D9J4GQ4Z", "price": "$15.99", "quantity": ""}
],
"comparison_items": [
{"title": "BIIB\u00a0Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools", "asin": "B0813NBR5N", "price": "$12.99"},
{"title": "BIIB\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Mens Gifts for Dad Him Husband, Anniversary Father's Day Gifts for dad who wants nothing, Birthday Graduation Gifts for Men, Tools Cool Gadgets", "asin": "B0813NDWSD", "price": "$12.99"},
{"title": "KEZKALS\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Fathers Day Mens Gifts from Daughter Wife Son, Birthday Gifts for Men Him Grandpa, Father's Day Gifts for Dad Who Have Everything, Cool Gadgets", "asin": "B09QM6GZ4R", "price": "$12.99"},
{"title": "Trealop\u00a0Gifts for Him Fathers Day Men, 12 in 1 Multitool Pen, Stocking Stuffers Unique Mens Gifts for Dad, Husband, Grandpa, Dad Gifts from Daughter Son, Cool Birthday Gifts Ideas for Men Have Everything", "asin": "B0D4K8GX1K", "price": "$5.99"},
{"title": "WEARXI\u00a0Gifts for Men, 9 in 1 Multitool Pen Fathers Day Gift from Daughter Son, Mens Gifts for Dad/Him/Husband, Birthday Gift for Men/Boyfriend, Cool Gadgets, Camping Accessories", "asin": "B0B5QH517S", "price": "$13.99"},
{"title": "PPRAFDD\u00a09 in 1 Multitool Pen Set, Gifts for Men, Multi Tool Pen Set, Mens Gifts for Fathers Day Dad Gifts, Birthday Gifts for Him, Valentines Day Gifts for Him, Stocking Stuffers for Adults Men", "asin": "B0DFPQN22J", "price": "$9.89"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-01T17:16:49.734Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"index": 998,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$15.23\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$9.06\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0813NBR5N\"\n},\n {\n \"title\": \"BIIB Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools\"\n},\n {\n \"price\": \"$12.99\"\n},\n {\n \"bullet_list\": \"Great Mens Gifts: BIIB multi-tool pen with personalized gifts box are unique gifts for dad, men, husbands, and grandpas on Birthday, Fathers Day, Thanksgiving Day, Anniversary and more. Anyone who receives a BIIB multifunctional pen as a gift will love it Gifts for Men Who Want Nothing: The packaging of this 9-in-1 multitool pen is exquisite, and comes with three extra replacement refills and three replacement batteries, very suitable as a gift for your loved one on Birthday, Fathers Day and daily life 9-in-1 Multitool Pen Set: The multifunction tool pen comes with 9 very handy functions: twist ballpoint pen/ ruler/ screwdriver (Flat & Phillips)/ bottle opener (can act as phone holder)/ stylus/ level/ LED flashlight Fathers Day Gifts: The 9-in-1 tool pen is made of super-strong aluminum material to be used for a long time, due to its small size and unique design. It is not only a tool in daily use, but also a cool Fathers Day gift for men, easy to use and carry Great Service and How To Use: If you have any questions, please contact us, and we'll serve you the best. Regarding how to take out the stylus pen and screwdriver. ROTATE the front end of the pen to get the tools for use\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Silver\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"18 in 1 Snowflake Multi Tool for Man,Stainless Steel Snowflake Multitool Stocking Stuffers for Father,Husband,Boyfriend,Snowflake Wrench/Bottle Opener/Screwdriver Kit for Christmas Gifts (Black)\", \"asin\": \"B0DZHBLH3R\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"QWQJ Gifts for Men Him, Eight in 1 Multi Tool Pen Gadgets for Birthday Gifts for Men, Multifunctional Tool Pen Gifts for Dad\", \"asin\": \"B0DZWRD59Y\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"NAYSAYE Dad Gifts, Gifts for men, Snowflake Multitool 18-in-1 Pocket Gadget, Perfect for Camping, Hiking, and Everyday Use, Unique Birthday Gifts for Him, Made of Durable Rust-Free Steel (Silver)\", \"asin\": \"B0DSPVHRKL\", \"price\": \"$9.90\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Men Him Dad, Survival Kit and Equipment 24 Pcs, Valentines Gifts for him, Christmas Stocking Stuffers,Camping Essentials, Survival Gear, Cool Gadgets for Men \\ufeff\", \"asin\": \"B0DWMPCS67\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Multi Tool Pens, 30 Pcs 6-in-1Multitool Pen with 30 Pcs Refills, Screwdriver, Ruler, Level Gauge, Ballpoint, Stylus, Unique Gifts for Men, Funny Gift for Father's Day Valentines or Birthdays Gifts\", \"asin\": \"B0DSJ88BKL\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Personalized Toiletry Bag for Men, Engraved Name & Text, Father's Day Gifts for Men, Dad, Leather Men's Toiletry Bag for Traveling, Customized Birthday Gift for Husband, Grandpa, Lover\", \"asin\": \"/promo/A1GAGK2VY01NI8\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"RAK Multitool Pen 2-Pack - Multi-Tool Pens with LED Light, Flathead & Phillips Screwdrivers, Level, Ruler, Bottle Opener, and Stylus. Gift-Ready Box with Ink Refills & Batteries. Great for EDC.\", \"asin\": \"B081M8F7N7\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Telescoping Magnetic Pickup Tools Set 2PCS, Birthday Gift for Men Dad Husband Boyfriend, 360\\u00b0 Flexible Extendable Magnet Pickup Tool, Useful Cool Gadget for Men\", \"asin\": \"B0D17TPX9Z\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Men Him Dad, Pocket Multitool Knife, Christmas Stocking Stuffers for Men, Anniversary Birthday Gifts for Husband, Boyfriend, Guy, Groomsmen, Fathers Day, Gadget for Hiking, Camping, Outdoor\", \"asin\": \"B08QVQG819\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"MOSSY OAK Multitool, 21-in-1 Stainless Steel Pocket Knife with Screwdriver Sleeve, Self-locking Pliers with Sheath-Perfect for Outdoor, Survival, Camping, Hiking, Simple Repair\", \"asin\": \"B084VJFX9M\", \"price\": \"$23.79\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Men Him Dad Boyfriend,Multitool Pocket Knife for Men,Anniversary Christmas Gifts for Birthday,Hiking Camping Knife with Screwdrivers Pliers Bottle Opener\", \"asin\": \"B0C1936XL3\", \"price\": \"$14.44\", \"quantity\": \"\"},\n {\"title\": \"Sharp Pebble Premium Whetstone Knife Sharpening Stone 2 Side Grit 1000/6000 Waterstone- Whetstone Knife Sharpener- NonSlip Bamboo Base & Angle Guide\", \"asin\": \"B01FZZUL30\", \"price\": \"$33.97\", \"quantity\": \"\"},\n {\"title\": \"EDC Pocket Knife - 7CR13Mov Steel Tanto Blade, Slim Survival Knife with Clip and Li...\", \"asin\": \"B0B824PKTF\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"VIBELITE Extendable Magnetic Flashlight with Telescoping Magnet Pickup Tool-Cool Gadget Gifts for Him, Husband, Men, Dad, Father, Mechanic,Tech, Handyman, Boyfriend, Women, Silve\", \"asin\": \"B07CZ95C79\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Large Power Tool Organizer Wall Mount, Garage Storage Cordless Tool Organizer with ...\", \"asin\": \"B0DT688QSB\", \"price\": \"$47.49\", \"quantity\": \"\"},\n {\"title\": \"RUSH DEER 16-in-1 Multitool, Gifts for Dad, Hammer Multi tool, Utility Knife Multitools for Men, Survival Gear and Supplies, Christmas Gift for Boy Husbands\", \"asin\": \"B08ZD14JHV\", \"price\": \"$28.49\", \"quantity\": \"\"},\n {\"title\": \"CCCEI Modular Power Tool Organizer Wall Mount with Charging Station. Garage 4 Drill Storage Shelf with Hooks, Screwdriver, Drill Bit Heavy Duty Rack, Tool Battery Holder Built in 8 Outlet Power Strip.\", \"asin\": \"B0BMFW2WG5\", \"price\": \"$52.48\", \"quantity\": \"\"},\n {\"title\": \"Father\\u2019s Day Gifts for Dad \\u2013 9-in-1 Multi-Tool Pen with Engraved Keychain, Unique D...\", \"asin\": \"B0DZ2HWTK4\", \"price\": \"$3.99\", \"quantity\": \"\"},\n {\"title\": \"EDC Pry Bar Multitool with Bi-Directional Ratchet Screwdriver & Everlasting Pen, Wrenches, Crowbar, Bottle and Box Openers - Your Versatile Companion for Everyday Carry and Camping Accessories\", \"asin\": \"B0CKLPKJ92\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Fathers Day Dad Gifts from Daughter & Son - Multitool Trowel Mens Gift Idea Lightwe...\", \"asin\": \"B0D9J4GQ4Z\", \"price\": \"$15.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"BIIB\\u00a0Dad Gifts for Anniversary Fathers Day, 9 in 1 Multitool Pen, Gifts for Dad Who Wants Nothing, Birthday Graduation Gifts for Men, Cool Gadgets for Men, Useful Tools\", \"asin\": \"B0813NBR5N\", \"price\": \"$12.99\"},\n {\"title\": \"BIIB\\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Mens Gifts for Dad Him Husband, Anniversary Father's Day Gifts for dad who wants nothing, Birthday Graduation Gifts for Men, Tools Cool Gadgets\", \"asin\": \"B0813NDWSD\", \"price\": \"$12.99\"},\n {\"title\": \"KEZKALS\\u00a0Dad Gifts for Fathers Day, 9 in 1 Multitool Pen, Fathers Day Mens Gifts from Daughter Wife Son, Birthday Gifts for Men Him Grandpa, Father's Day Gifts for Dad Who Have Everything, Cool Gadgets\", \"asin\": \"B09QM6GZ4R\", \"price\": \"$12.99\"},\n {\"title\": \"Trealop\\u00a0Gifts for Him Fathers Day Men, 12 in 1 Multitool Pen, Stocking Stuffers Unique Mens Gifts for Dad, Husband, Grandpa, Dad Gifts from Daughter Son, Cool Birthday Gifts Ideas for Men Have Everything\", \"asin\": \"B0D4K8GX1K\", \"price\": \"$5.99\"},\n {\"title\": \"WEARXI\\u00a0Gifts for Men, 9 in 1 Multitool Pen Fathers Day Gift from Daughter Son, Mens Gifts for Dad/Him/Husband, Birthday Gift for Men/Boyfriend, Cool Gadgets, Camping Accessories\", \"asin\": \"B0B5QH517S\", \"price\": \"$13.99\"},\n {\"title\": \"PPRAFDD\\u00a09 in 1 Multitool Pen Set, Gifts for Men, Multi Tool Pen Set, Mens Gifts for Fathers Day Dad Gifts, Birthday Gifts for Him, Valentines Day Gifts for Him, Stocking Stuffers for Adults Men\", \"asin\": \"B0DFPQN22J\", \"price\": \"$9.89\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T17:16:49.734Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T17:16:49.734Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$15.23\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$9.06\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B08QTNVVT6\"\n},\n {\n \"title\": \"Instacart eGift Card\"\n},\n {\n \"price\": \"$100.00\"\n},\n {\n \"bullet_list\": \"GROCERY SHOPPING MADE EASY: Get your entire grocery store list delivered in as fast as 30 minutes. Prefer pick up? Order your groceries online, pick up at your local store, and skip the fees and tipping. GROCERY COUPONS AND DEALS: Discover exclusive deals and grocery coupons found only on the Instacart app. SHOP GROCERY STORES NEAR YOU: Instacart connects you with over 85,000 supermarkets and stores across North America. THOUGHTFUL GIFT: Share the gift of time by taking a chore off a friend\\u2019s or family\\u2019s to-do list. Perfect for new parents! Redeem in the app: Sign up for Instacart or log into your existing account Enter the main menu Tap Credits, promos & gift cards Enter the code Redeem on the website: Sign up for Instacart or log into your existing account Click Account or your name Click Add promo or gift card Enter the code No returns and no refunds on gift cards.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Denomination\": \"25\"\n},\n {\n \"Design Name\": \"Standard\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Uber eGift Card - Standard\", \"asin\": \"B079YMX2J6\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Customizable Amazon.com eGift Card\", \"asin\": \"B0D59YR9KB\", \"price\": \"$5.00\", \"quantity\": \"\"},\n {\"title\": \"Amazon eGift Card - Seasonal - (Instant Email or Text Delivery)\", \"asin\": \"B0D5HX5RMD\", \"price\": \"$5.00\", \"quantity\": \"\"},\n {\"title\": \"The Cheesecake eGift Card\", \"asin\": \"B00MV9FQXO\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Amazon.com eGift Card (Instant Email or Text Delivery)\", \"asin\": \"BT00DC6QU4\", \"price\": \"$50.00\", \"quantity\": \"\"},\n {\"title\": \"Etsy eGift\", \"asin\": \"B0DJFGX4LV\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"BLACKHAWK Mastercard Gift Card, 1 EA\", \"asin\": \"B07FX2LXR4\", \"price\": \"$28.95\", \"quantity\": \"\"},\n {\"title\": \"Groupon eGift Card\", \"asin\": \"B08NRTXN5G\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Roblox Digital Gift Card - 1,500 Robux [Includes Exclusive Virtual Item] [Digital Code]\", \"asin\": \"B0BCCXZDT5\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\", \"asin\": \"B08F3C99KN\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"DoorDash eGift Card\", \"asin\": \"B07ZDX292M\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard\", \"asin\": \"B074T91QTZ\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card\", \"asin\": \"B08DLS6LK7\", \"price\": \"$50.00\", \"quantity\": \"\"},\n {\"title\": \"Razer Gold eGift Card \\u2013 Games, entertainment, and lifestyle brands for gamers\", \"asin\": \"B08QDXC6T4\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"ROBBEAR Funny Happy Birthday Pop Up Card, Sweet 3D Birthday Gift Box for Adults and Kids with Envelopes, Unique Handmade Foldable Celebration Cards for Daughter, Son, Mom, Dad, Friend\", \"asin\": \"B0CHRFTJ82\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Uber eGift Card - Standard\", \"asin\": \"B079YMX2J6\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Abercrombie & Fitch eGift Card\", \"asin\": \"B01M6BHA1Z\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Etsy eGift\", \"asin\": \"B0DJFGX4LV\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Groupon eGift Card\", \"asin\": \"B08NRTXN5G\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"American Eagle Outfitters eGift Card\", \"asin\": \"B00KFLZFYA\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"The Cheesecake eGift Card\", \"asin\": \"B00MV9FQXO\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard\", \"asin\": \"B074T91QTZ\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\", \"asin\": \"B08F3BV69X\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Mom Mothers Day Rose Gifts Birthday Gifts for Women, Mom Gifts for Mother Day from Daughter Galaxy Glass Red Butterfly Flowers Rose Gifts for Sister,Grandma,Her,Wife,Anniversary,Wedding\", \"asin\": \"B0BXHQ1XPX\", \"price\": \"$22.08\", \"quantity\": \"\"},\n {\"title\": \"Mothers Day Wind Chimes Gifts for Mom Birthday Gifts for Women Mother\\u2018s Day Gift for Grandma Wife Sister Gift Hummingbird Wind Chimes Solar Lights for Outside Garden Outdoor House Patio D\\u00e9cor\", \"asin\": \"B0CGJ9VG3R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card\", \"asin\": \"B08DLS6LK7\", \"price\": \"$50.00\", \"quantity\": \"\"},\n {\"title\": \"DoorDash eGift Card\", \"asin\": \"B07ZDX292M\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"YOOLIFE Gifts for Women - Birthday Gifts for Women Mom Sister Teacher, K Initial Tote Bag, Mothers Day Gift for Wife Mother Grandma, Friend Teacher Wife Mom Birthday Gift, Mothers Day Basket\", \"asin\": \"B0BXSXHBLL\", \"price\": \"$27.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T17:28:07.244Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-01T17:28:07.244Z
|
input
|
[EMAIL_MASKED]
|
rule
|
2025-05-01T17:28:07.244Z
|
train
| 999 |
2025-05-01T17:28:07.244Z
|
input
|
[EMAIL_MASKED]
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-17T01:23:12.753Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-17T01:23:48.261Z", "action": "input", "action_argument": "ice"}
{"timestamp": "2025-04-20T14:31:49.289Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:33:20.774Z", "action": "click_product", "action_argument": "B0743KVCJC"}
{"timestamp": "2025-04-20T14:37:18.501Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:37:40.735Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:38:37.569Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:10.524Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:13.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-20T14:40:17.046Z", "action": "purchase", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:40:21.419Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T14:40:26.255Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-20T14:42:01.212Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-20T14:42:16.801Z", "action": "click_product", "action_argument": "B0DYZX33W5"}
{"timestamp": "2025-04-20T14:43:07.125Z", "action": "click_product", "action_argument": "B0DLK12F7F"}
{"timestamp": "2025-04-20T14:45:29.360Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:10:32.932Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-20T21:11:11.786Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-20T21:11:22.473Z", "action": "input", "action_argument": "t450"}
{"timestamp": "2025-04-21T14:12:44.513Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T14:12:51.758Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:14:15.923Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:14:25.158Z", "action": "click_product", "action_argument": "B0C2J8XTYY"}
{"timestamp": "2025-04-21T19:14:40.358Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:16:49.069Z", "action": "input", "action_argument": "auto card "}
{"timestamp": "2025-04-21T19:16:49.079Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:17:28.614Z", "action": "click_product", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:17:36.373Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:15.120Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-21T19:18:19.372Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:19:14.720Z", "action": "input", "action_argument": "auto card shuffler any size"}
{"timestamp": "2025-04-21T19:23:34.050Z", "action": "purchase", "action_argument": "B09Q69K331"}
{"timestamp": "2025-04-21T19:24:09.850Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:24:21.531Z", "action": "purchase", "action_argument": "B09Q69K331, B01FFOY006"}
{"timestamp": "2025-04-21T19:26:53.417Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:06.445Z", "action": "click_product", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:16.930Z", "action": "purchase", "action_argument": "B0CCBVY3BV"}
{"timestamp": "2025-04-21T19:29:21.185Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:29:28.090Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:29:30.377Z", "action": "input", "action_argument": "cabin air filter subaru forester 2020"}
{"timestamp": "2025-04-21T19:30:11.876Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-21T19:30:15.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:30:17.443Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-21T19:31:00.611Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:31:06.787Z", "action": "input", "action_argument": "engin"}
{"timestamp": "2025-04-21T19:31:06.870Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:12.310Z", "action": "input", "action_argument": "engine air filter and "}
{"timestamp": "2025-04-21T19:31:12.418Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-21T19:31:36.428Z", "action": "click_product", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:32:59.010Z", "action": "purchase", "action_argument": "B0DC6MJ3SP"}
{"timestamp": "2025-04-21T19:33:01.756Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-21T19:33:10.911Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-21T19:33:20.255Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-21T19:33:26.185Z", "action": "purchase", "action_argument": "B0DC6MJ3SP, B01FFOY006"}
{"timestamp": "2025-04-23T13:00:14.715Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-23T13:57:59.984Z", "action": "click_product", "action_argument": "B0CW1QNTB7"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T17:16:49.734Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A", "asin": "B0DC6MJ3SP", "price": "$24.99", "quantity": "1"},
{"title": "Philips OneBlade Replacement Blade QP220/50", "asin": "B01FFOY006", "price": "$22.95", "quantity": "1"},
{"title": "Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)", "asin": "B08QWW6V8T", "price": "$15.23"},
{"title": "Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)", "asin": "B08QWYMMYL", "price": "$3.68"},
{"title": "Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)", "asin": "B095PL2MPZ", "price": "$9.06"},
{"title": "DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)", "asin": "B000T9SZOU", "price": "$4.99"},
{"title": "Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)", "asin": "B07QXKMSJB", "price": "$59.08"}
],
"product_details": [
{
"asin": "B08QTNVVT6"
},
{
"title": "Instacart eGift Card"
},
{
"price": "$100.00"
},
{
"bullet_list": "GROCERY SHOPPING MADE EASY: Get your entire grocery store list delivered in as fast as 30 minutes. Prefer pick up? Order your groceries online, pick up at your local store, and skip the fees and tipping. GROCERY COUPONS AND DEALS: Discover exclusive deals and grocery coupons found only on the Instacart app. SHOP GROCERY STORES NEAR YOU: Instacart connects you with over 85,000 supermarkets and stores across North America. THOUGHTFUL GIFT: Share the gift of time by taking a chore off a friend\u2019s or family\u2019s to-do list. Perfect for new parents! Redeem in the app: Sign up for Instacart or log into your existing account Enter the main menu Tap Credits, promos & gift cards Enter the code Redeem on the website: Sign up for Instacart or log into your existing account Click Account or your name Click Add promo or gift card Enter the code No returns and no refunds on gift cards."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Denomination": "25"
},
{
"Design Name": "Standard"
}
],
"promotion_items": [
{"title": "Uber eGift Card - Standard", "asin": "B079YMX2J6", "price": "$15.00", "quantity": ""},
{"title": "Customizable Amazon.com eGift Card", "asin": "B0D59YR9KB", "price": "$5.00", "quantity": ""},
{"title": "Amazon eGift Card - Seasonal - (Instant Email or Text Delivery)", "asin": "B0D5HX5RMD", "price": "$5.00", "quantity": ""},
{"title": "The Cheesecake eGift Card", "asin": "B00MV9FQXO", "price": "$15.00", "quantity": ""},
{"title": "Amazon.com eGift Card (Instant Email or Text Delivery)", "asin": "BT00DC6QU4", "price": "$50.00", "quantity": ""},
{"title": "Etsy eGift", "asin": "B0DJFGX4LV", "price": "$25.00", "quantity": ""},
{"title": "BLACKHAWK Mastercard Gift Card, 1 EA", "asin": "B07FX2LXR4", "price": "$28.95", "quantity": ""},
{"title": "Groupon eGift Card", "asin": "B08NRTXN5G", "price": "$25.00", "quantity": ""},
{"title": "Roblox Digital Gift Card - 1,500 Robux [Includes Exclusive Virtual Item] [Digital Code]", "asin": "B0BCCXZDT5", "price": "$15.00", "quantity": ""},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)", "asin": "B08F3C99KN", "price": "$15.00", "quantity": ""},
{"title": "DoorDash eGift Card", "asin": "B07ZDX292M", "price": "$25.00", "quantity": ""},
{"title": "Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard", "asin": "B074T91QTZ", "price": "$25.00", "quantity": ""},
{"title": "Apple Gift Card", "asin": "B08DLS6LK7", "price": "$50.00", "quantity": ""},
{"title": "Razer Gold eGift Card \u2013 Games, entertainment, and lifestyle brands for gamers", "asin": "B08QDXC6T4", "price": "$15.00", "quantity": ""},
{"title": "ROBBEAR Funny Happy Birthday Pop Up Card, Sweet 3D Birthday Gift Box for Adults and Kids with Envelopes, Unique Handmade Foldable Celebration Cards for Daughter, Son, Mom, Dad, Friend", "asin": "B0CHRFTJ82", "price": "$6.99", "quantity": ""},
{"title": "Uber eGift Card - Standard", "asin": "B079YMX2J6", "price": "$15.00", "quantity": ""},
{"title": "Abercrombie & Fitch eGift Card", "asin": "B01M6BHA1Z", "price": "$25.00", "quantity": ""},
{"title": "Etsy eGift", "asin": "B0DJFGX4LV", "price": "$25.00", "quantity": ""},
{"title": "Groupon eGift Card", "asin": "B08NRTXN5G", "price": "$25.00", "quantity": ""},
{"title": "American Eagle Outfitters eGift Card", "asin": "B00KFLZFYA", "price": "$15.00", "quantity": ""},
{"title": "The Cheesecake eGift Card", "asin": "B00MV9FQXO", "price": "$15.00", "quantity": ""},
{"title": "Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard", "asin": "B074T91QTZ", "price": "$25.00", "quantity": ""},
{"title": "Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)", "asin": "B08F3BV69X", "price": "$15.00", "quantity": ""},
{"title": "Gifts for Mom Mothers Day Rose Gifts Birthday Gifts for Women, Mom Gifts for Mother Day from Daughter Galaxy Glass Red Butterfly Flowers Rose Gifts for Sister,Grandma,Her,Wife,Anniversary,Wedding", "asin": "B0BXHQ1XPX", "price": "$22.08", "quantity": ""},
{"title": "Mothers Day Wind Chimes Gifts for Mom Birthday Gifts for Women Mother\u2018s Day Gift for Grandma Wife Sister Gift Hummingbird Wind Chimes Solar Lights for Outside Garden Outdoor House Patio D\u00e9cor", "asin": "B0CGJ9VG3R", "price": "$19.99", "quantity": ""},
{"title": "Apple Gift Card", "asin": "B08DLS6LK7", "price": "$50.00", "quantity": ""},
{"title": "DoorDash eGift Card", "asin": "B07ZDX292M", "price": "$25.00", "quantity": ""},
{"title": "YOOLIFE Gifts for Women - Birthday Gifts for Women Mom Sister Teacher, K Initial Tote Bag, Mothers Day Gift for Wife Mother Grandma, Friend Teacher Wife Mom Birthday Gift, Mothers Day Basket", "asin": "B0BXSXHBLL", "price": "$27.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-01T17:28:07.244Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>input</answer_action><answer_argument>[EMAIL_MASKED]</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>[EMAIL_MASKED]</answer_argument>",
"index": 999,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-17T01:23:12.753Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-17T01:23:48.261Z\", \"action\": \"input\", \"action_argument\": \"ice\"}\n{\"timestamp\": \"2025-04-20T14:31:49.289Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:33:20.774Z\", \"action\": \"click_product\", \"action_argument\": \"B0743KVCJC\"}\n{\"timestamp\": \"2025-04-20T14:37:18.501Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:37:40.735Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:38:37.569Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:10.524Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:13.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-20T14:40:17.046Z\", \"action\": \"purchase\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:40:21.419Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T14:40:26.255Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-20T14:42:01.212Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-20T14:42:16.801Z\", \"action\": \"click_product\", \"action_argument\": \"B0DYZX33W5\"}\n{\"timestamp\": \"2025-04-20T14:43:07.125Z\", \"action\": \"click_product\", \"action_argument\": \"B0DLK12F7F\"}\n{\"timestamp\": \"2025-04-20T14:45:29.360Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:10:32.932Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-20T21:11:11.786Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-20T21:11:22.473Z\", \"action\": \"input\", \"action_argument\": \"t450\"}\n{\"timestamp\": \"2025-04-21T14:12:44.513Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T14:12:51.758Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:14:15.923Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:14:25.158Z\", \"action\": \"click_product\", \"action_argument\": \"B0C2J8XTYY\"}\n{\"timestamp\": \"2025-04-21T19:14:40.358Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:16:49.069Z\", \"action\": \"input\", \"action_argument\": \"auto card \"}\n{\"timestamp\": \"2025-04-21T19:16:49.079Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:17:28.614Z\", \"action\": \"click_product\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:17:36.373Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:15.120Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-21T19:18:19.372Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:19:14.720Z\", \"action\": \"input\", \"action_argument\": \"auto card shuffler any size\"}\n{\"timestamp\": \"2025-04-21T19:23:34.050Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331\"}\n{\"timestamp\": \"2025-04-21T19:24:09.850Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:24:21.531Z\", \"action\": \"purchase\", \"action_argument\": \"B09Q69K331, B01FFOY006\"}\n{\"timestamp\": \"2025-04-21T19:26:53.417Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:06.445Z\", \"action\": \"click_product\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:16.930Z\", \"action\": \"purchase\", \"action_argument\": \"B0CCBVY3BV\"}\n{\"timestamp\": \"2025-04-21T19:29:21.185Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:29:28.090Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:29:30.377Z\", \"action\": \"input\", \"action_argument\": \"cabin air filter subaru forester 2020\"}\n{\"timestamp\": \"2025-04-21T19:30:11.876Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-21T19:30:15.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:30:17.443Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-21T19:31:00.611Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:31:06.787Z\", \"action\": \"input\", \"action_argument\": \"engin\"}\n{\"timestamp\": \"2025-04-21T19:31:06.870Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:12.310Z\", \"action\": \"input\", \"action_argument\": \"engine air filter and \"}\n{\"timestamp\": \"2025-04-21T19:31:12.418Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-21T19:31:36.428Z\", \"action\": \"click_product\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:32:59.010Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP\"}\n{\"timestamp\": \"2025-04-21T19:33:01.756Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-21T19:33:10.911Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-21T19:33:20.255Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-21T19:33:26.185Z\", \"action\": \"purchase\", \"action_argument\": \"B0DC6MJ3SP, B01FFOY006\"}\n{\"timestamp\": \"2025-04-23T13:00:14.715Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-23T13:57:59.984Z\", \"action\": \"click_product\", \"action_argument\": \"B0CW1QNTB7\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T17:16:49.734Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"RVgolf Engine+Cabin Air Filters Fit for Subaru Forester 2.5L 2023 2022 2021 2020 2019 Engine Air Filter Replacement Cabin Air Filter Accessories# 72880-FL000 16546AA16A\", \"asin\": \"B0DC6MJ3SP\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n {\"title\": \"Philips OneBlade Replacement Blade QP220/50\", \"asin\": \"B01FFOY006\", \"price\": \"$22.95\", \"quantity\": \"1\"},\n {\"title\": \"Amazon Basics 10 Day Teeth Whitening Strips Kit, 10 Treatments, 1-Pack (Previously Solimo)\", \"asin\": \"B08QWW6V8T\", \"price\": \"$15.23\"},\n {\"title\": \"Amazon Basics Clean Plus Toothbrushes, Soft, Full, 10 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B08QWYMMYL\", \"price\": \"$3.68\"},\n {\"title\": \"Amazon Basics Multipurpose Drawstring Trash Bags, 30 Gallon, 50 Count (Previously Solimo)\", \"asin\": \"B095PL2MPZ\", \"price\": \"$9.06\"},\n {\"title\": \"DASANI Purified Water Enhanced with Minerals, 16.9 Fl Oz (Pack of 24)\", \"asin\": \"B000T9SZOU\", \"price\": \"$4.99\"},\n {\"title\": \"Amazon Basic Care Minoxidil Topical Aerosol, 5% Foam, Hair Regrowth Treatment for Men, 6-month Supply, Unscented, 2.11 oz (Pack of 6)\", \"asin\": \"B07QXKMSJB\", \"price\": \"$59.08\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B08QTNVVT6\"\n},\n {\n \"title\": \"Instacart eGift Card\"\n},\n {\n \"price\": \"$100.00\"\n},\n {\n \"bullet_list\": \"GROCERY SHOPPING MADE EASY: Get your entire grocery store list delivered in as fast as 30 minutes. Prefer pick up? Order your groceries online, pick up at your local store, and skip the fees and tipping. GROCERY COUPONS AND DEALS: Discover exclusive deals and grocery coupons found only on the Instacart app. SHOP GROCERY STORES NEAR YOU: Instacart connects you with over 85,000 supermarkets and stores across North America. THOUGHTFUL GIFT: Share the gift of time by taking a chore off a friend\\u2019s or family\\u2019s to-do list. Perfect for new parents! Redeem in the app: Sign up for Instacart or log into your existing account Enter the main menu Tap Credits, promos & gift cards Enter the code Redeem on the website: Sign up for Instacart or log into your existing account Click Account or your name Click Add promo or gift card Enter the code No returns and no refunds on gift cards.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Denomination\": \"25\"\n},\n {\n \"Design Name\": \"Standard\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Uber eGift Card - Standard\", \"asin\": \"B079YMX2J6\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Customizable Amazon.com eGift Card\", \"asin\": \"B0D59YR9KB\", \"price\": \"$5.00\", \"quantity\": \"\"},\n {\"title\": \"Amazon eGift Card - Seasonal - (Instant Email or Text Delivery)\", \"asin\": \"B0D5HX5RMD\", \"price\": \"$5.00\", \"quantity\": \"\"},\n {\"title\": \"The Cheesecake eGift Card\", \"asin\": \"B00MV9FQXO\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Amazon.com eGift Card (Instant Email or Text Delivery)\", \"asin\": \"BT00DC6QU4\", \"price\": \"$50.00\", \"quantity\": \"\"},\n {\"title\": \"Etsy eGift\", \"asin\": \"B0DJFGX4LV\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"BLACKHAWK Mastercard Gift Card, 1 EA\", \"asin\": \"B07FX2LXR4\", \"price\": \"$28.95\", \"quantity\": \"\"},\n {\"title\": \"Groupon eGift Card\", \"asin\": \"B08NRTXN5G\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Roblox Digital Gift Card - 1,500 Robux [Includes Exclusive Virtual Item] [Digital Code]\", \"asin\": \"B0BCCXZDT5\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\", \"asin\": \"B08F3C99KN\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"DoorDash eGift Card\", \"asin\": \"B07ZDX292M\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard\", \"asin\": \"B074T91QTZ\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card\", \"asin\": \"B08DLS6LK7\", \"price\": \"$50.00\", \"quantity\": \"\"},\n {\"title\": \"Razer Gold eGift Card \\u2013 Games, entertainment, and lifestyle brands for gamers\", \"asin\": \"B08QDXC6T4\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"ROBBEAR Funny Happy Birthday Pop Up Card, Sweet 3D Birthday Gift Box for Adults and Kids with Envelopes, Unique Handmade Foldable Celebration Cards for Daughter, Son, Mom, Dad, Friend\", \"asin\": \"B0CHRFTJ82\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Uber eGift Card - Standard\", \"asin\": \"B079YMX2J6\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Abercrombie & Fitch eGift Card\", \"asin\": \"B01M6BHA1Z\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Etsy eGift\", \"asin\": \"B0DJFGX4LV\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Groupon eGift Card\", \"asin\": \"B08NRTXN5G\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"American Eagle Outfitters eGift Card\", \"asin\": \"B00KFLZFYA\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"The Cheesecake eGift Card\", \"asin\": \"B00MV9FQXO\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Google Play gift code - give the gift of games, apps and more (Email or Text Message Delivery - US Only) - Standard\", \"asin\": \"B074T91QTZ\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card - App Store, iTunes, iPhone, iPad, AirPods, MacBook, accessories and more (eGift)\", \"asin\": \"B08F3BV69X\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Gifts for Mom Mothers Day Rose Gifts Birthday Gifts for Women, Mom Gifts for Mother Day from Daughter Galaxy Glass Red Butterfly Flowers Rose Gifts for Sister,Grandma,Her,Wife,Anniversary,Wedding\", \"asin\": \"B0BXHQ1XPX\", \"price\": \"$22.08\", \"quantity\": \"\"},\n {\"title\": \"Mothers Day Wind Chimes Gifts for Mom Birthday Gifts for Women Mother\\u2018s Day Gift for Grandma Wife Sister Gift Hummingbird Wind Chimes Solar Lights for Outside Garden Outdoor House Patio D\\u00e9cor\", \"asin\": \"B0CGJ9VG3R\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Apple Gift Card\", \"asin\": \"B08DLS6LK7\", \"price\": \"$50.00\", \"quantity\": \"\"},\n {\"title\": \"DoorDash eGift Card\", \"asin\": \"B07ZDX292M\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"YOOLIFE Gifts for Women - Birthday Gifts for Women Mom Sister Teacher, K Initial Tote Bag, Mothers Day Gift for Wife Mother Grandma, Friend Teacher Wife Mom Birthday Gift, Mothers Day Basket\", \"asin\": \"B0BXSXHBLL\", \"price\": \"$27.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T17:28:07.244Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
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